{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [误差可视化](04.03-Errorbars.ipynb) | [目录](Index.ipynb) | [直方图, 分桶和密度](04.05-Histograms-and-Binnings.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/wangyingsm/Python-Data-Science-Handbook/blob/master/notebooks/04.04-Density-and-Contour-Plots.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density and Contour Plots\n",
    "\n",
    "# 密度和轮廓图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Sometimes it is useful to display three-dimensional data in two dimensions using contours or color-coded regions.\n",
    "There are three Matplotlib functions that can be helpful for this task: ``plt.contour`` for contour plots, ``plt.contourf`` for filled contour plots, and ``plt.imshow`` for showing images.\n",
    "This section looks at several examples of using these. We'll start by setting up the notebook for plotting and importing the functions we will use: \n",
    "\n",
    "有些情况下，我们需要在二维图表中使用轮廓或颜色区域来展示三维的数据（可以设想等高线地图或温度分布图）。Matplotlib提供了三个有用的函数来处理这项任务：`plt.contour`绘制轮廓图，`plt.contourf`来绘制填充区域颜色的图表以及`plt.imshow`来展示图像。本节会介绍几个使用它们的例子。当然我们还是首先从将需要使用的包导入notebook和初始化工作开始："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-white')\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing a Three-Dimensional Function\n",
    "\n",
    "## 三维可视化函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> We'll start by demonstrating a contour plot using a function $z = f(x, y)$, using the following particular choice for $f$ (we've seen this before in [Computation on Arrays: Broadcasting](02.05-Computation-on-arrays-broadcasting.ipynb), when we used it as a motivating example for array broadcasting):\n",
    "\n",
    "我们首先使用一个简单的函数$z = f(x, y)$绘制一个轮廓图来进行说明，下面的这个函数我们在[在数组上计算：广播](02.05-Computation-on-arrays-broadcasting.ipynb)一节中已经见过，那里我们用来作为数组广播运算的例子："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f(x, y):\n",
    "    return np.sin(x) ** 10 + np.cos(10 + y * x) * np.cos(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> A contour plot can be created with the ``plt.contour`` function.\n",
    "It takes three arguments: a grid of *x* values, a grid of *y* values, and a grid of *z* values.\n",
    "The *x* and *y* values represent positions on the plot, and the *z* values will be represented by the contour levels.\n",
    "Perhaps the most straightforward way to prepare such data is to use the ``np.meshgrid`` function, which builds two-dimensional grids from one-dimensional arrays:\n",
    "\n",
    "轮廓图可以使用`plt.contour`函数进行创建。它接收三个参数：*x*参数代表三维网格的平面横轴坐标，*y*参数代表三维网格的平面纵轴坐标，而*z*参数代表三维网格的高度坐标。最容易用来准备这种网格数据的是`np.meshgrid`函数，可以将两个一维的数组构造成一个二维的网格："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0, 5, 50)\n",
    "y = np.linspace(0, 5, 40)\n",
    "\n",
    "X, Y = np.meshgrid(x, y)\n",
    "Z = f(X, Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Now let's look at this with a standard line-only contour plot:\n",
    "\n",
    "下面我们可以绘制标准的轮廓线图表："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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ICFshGY1G5gE3bNhQ1Ht3FT/99BN0Oh2io6NFDfG6devg4+MDnU6Hjz/+uFoneuDfCVXMW6bh108++UTy8zTu7UrMfsKECVCr1aLOH2BxtPz9/dkq8aka6Tp16ghCBj4+Phg3bhz7e8aMGVCr1ezH4ThONEn4ySefgBDClp3Vgdu3b4MQgnfffVew7+zZsyCEYOnSpaKf7dmzJwIDA6s0aaSmpvLi8dZ47rnnRD1iarisY6LWoPFj25fZHsaPHw9vb2/J/WKsHGs4CsFUBe+99x4IIXjhhRdE9+fl5UGn06F169bVwrg5ffo0PD09kZKSwosrbtmyBWq1GpmZmSzMMWPGDBBC8Nprr7HP+vj48PIc9Lk2Go2Sya3Fixc7XIFSj9jT0xM3btzg7fvtt9/g6+uLkJAQ3LlzBwDw888/Q6PRoG7dujAajbhz5w4aN24MmUyGBQsWgOM4nDx5EmFhYfDw8MCWLVvY93377bfQ6/WoVauWIOxYGRw5cgT+/v6oVauW6Grs6tWrLLHZoUMHwYqhKhg+fDh0Op3oJG8ymaBQKOwmB/ft2yeaeLQHyhyTMv4//vgjCCH45ZdfADxlI52UlIQePXrwBhgWFoahQ4eyv9955x0QQlBcXMy2BQcHC2KNmzZtAiEEhw4dcvpmOYOIiAj07dtXsJ3jOAQGBkomK7/++msQQrBnz55Knzs6Olry+ydNmgQPDw/B9rVr14IQIpnkOXXqFAghouwCKVAal9SEIxWCooiJiUH//v2dPp+rmDBhgiRdErDkPgghmD9/frWcb/v27aLJS/qb9+zZE2azGRzHYciQIbwX8tixY6JeV//+/dGgQQOBob527Rr0ej0iIiIcUicLCgoknYZTp04JqG+7d+/G119/zf5+/Pgxnn32WRBCMG7cOJhMJly9ehV169aFQqHAwoUL2aSSl5eH5ORkyGQyvPbaaw7DMo6Qn5+P2rVrQ6PR4LvvvhPs5zgOixcvhk6nY7Hs7du3V8mzzs/Ph0qlwnPPPSd5TGhoqF1mU2lpKdzc3HgECEfgOA7Jyclo3Lix6P7y8nL4+Pgwqt5TNdLp6eno3Lkzb4BxcXG8eA19wayXVvXq1UNOTg7vc9T4rFu3zumb5Qy6d+8uuVTv3bs3QkNDRR+U4uJiaLVajB49utLn9vX1laStzZ49G4QQgXdIZ3YpD6e0tNQuTU8MCxcuBCGEMQRsIcbKoeA4DhqNxqWH2FWUl5ejcePG8PDwEPWyOI5D9+7doVKpJJNArmLZsmUghGDo0KG8yYsmSSdMmMCYFF26dIFMJsOGDRvYcaWlpXjttdcYz3bjxo1QKpVo0qSJIJH2xx9/wN/fH35+fk6P/9dff2WemC2OHTvGS0wBFure6dOnYTabMWXKFBBCkJOTg+LiYhQVFTGOc25uLh4/fgzA8oxTDnODBg0EvG1XcevWLebNv/POO6Lv1a1btzBnzhwEBASAEIK6deti/fr1Lq+STp06hebNm0On09ldfTds2NBu0hwAsrKy0LBhQ5fO/+6774IQIhk7HzFiBNzd3VFUVPR0jbQYa6B+/fro1KkT+5suz62ZA23bthXMQkVFRSCE4L333nPpZjkCLZ6hy0Rr0BCLVFKjV69e8Pf3r5SXUVZWxlsq24LGlukLQ3H+/HkQQvDll19KfndYWBgGDRrk9FhoYYbUS/jo0SPRIgXAQg8jhGDu3LkOzzNt2jQW4nn++ecxd+5cLF++HNu2bcOZM2fsvohXrlyBv78/DAaDaKzvzp07CAwMRP369avs9VHQFUb//v2ZR81xHCZPngxCCKZPnw6O41BSUoJmzZpBpVJh8+bNACzeuEwmQ4cOHVgS7ttvv4VcLkfr1q15xVqA5XcNDQ1FUFAQiy1LgeM4tGjRAmq1WsAi4DgOWVlZ0Gg0bF9ZWRmioqLg4+PDwg0fffQR5HI5GjZsiMLCQpjNZsyZM4fR42iMn+M4fP3116hVqxY0Gg0WLVpUpbBSSUkJevXqBUIIunXrJhm2Ky0txfLly5GQkABCCOrVq4dvv/1W9D21vvY9e/agU6dOIIRAp9Phs88+szue2NhYUaqrNZ5//nkEBAQ4vjgrFBYWwsfHB+np6aJJ2KNHj0Imk2Hy5MlP10i3aNECzZs35w3OdtuePXsEybsBAwYgOjpacGFeXl68eHZ1gJ7/559/FuyjmeGPPvpI9LN0gtm+fbvL56XfLVU9SBNTtstjyvu0t7Rv2rQpWrZs6fRYdu7cCUIIy/7bgnrLthWQwL+TzVtvvWX3HPn5+ZDL5UhKSkK9evXg5+fHqFT0X3Z2tmSyBbAkMFUqFdq3by8amlm/fn21hj2AfyfLnJwcZlg5jsPo0aN5xQ4PHjxAWloatFotY/1Qb7x79+5s4qC0L7Ew119//QV/f3+nQlX37t1DgwYNoFQqBeGDW7duISMjAwqFgk3mf//9Nws30NzCDz/8AK1Wi5iYGJYg//HHH+Hh4YGgoCBeaPH69evM+LVt27ZKiVqO4/DBBx9AqVQiOjoaf/zxh+SxJpMJK1euRGxsLHtO/Pz8kJmZieeeew4LFizApk2b8PXXX6Nhw4YghMDf3x9z5861a9DpNRFCsGDBArvHSYUeHeGHH36wm08ZOXIkFAoFtm/f/vSM9LZt2wSMgB07dvAMMg1jWMcbaVWOLVJSUtC1a1enb5IzKC4uhkKhwKxZswT7OI5DVFSUaMELYInxeXp6VippRQ3jzp07Rfd/9NFHIISgsLBQMCaVSoUZM2ZIfnefPn0QGxvr9Fj++usvEEKwdu1ayWNscwkUjx8/BiEEb7/9tt1zjBs3DiqVirf0LC0txcWLF7F3714sWLAAarUacXFxdj1JWpEqVinGcRy6du0KrVbr0Bt1BR9//DFkMhlatmzJWDNms5kVbcyZMweAxTjGx8dDr9fj999/BwB88MEHIISgb9++zFAvWbKEVz9gDetJ2VE89sGDB2jSpAkUCgUv9gxYqF6tW7fmGaFbt26hUaNGkMvlWLx4MQALxdDPzw+1atVik8vp06cRExMDtVqNL774gjeeTz/9FDqdDt7e3nafF2fw66+/IiwsDG5ubliyZInd662oqMCWLVvwn//8ByNHjkRWVhb8/f15k3zt2rXxySefCFafUtiwYQMIIQ756rNmzYJCoahUfHz8+PGSvOm7d+/C398fDRs2/N/mSVNdDutMqFgyEbBwh1NTU136fmdQv359Sc9zxIgR8PT0lFxCL1mypFJhmBUrVoAQwqrZbEFj9WL3MyQkRNRgUkydOhVubm5OP1R3794FIf/qUIhBiolSXFwsyZChuHPnDnQ6nd0EDWBZ1fj4+MDf399ugnjcuHGSIZ+CggLo9Xq0bdu2Wulcq1atgkKhQPPmzZlHbTabMXjwYBDyb0Xb1atXER0dDV9fXxaPfOedd+Dj4yNK59y9e7foODdt2oT27ds79AYfPnyIzMxM0eR3WVkZevbsiY4dO7KVR0lJCXJycng5hAsXLiAuLg5KpRKffvopAMtv1qpVKxBCMGnSJF4C9fz582jcuDGjR9pyoF3B7du3GbMjNzdX8M47wp07d3Dw4EFs377dZabVxIkTodVqJQumKGj5vL3KRimUlZUhLS0Nvr6+ou/yF198AaVS+fSM9NmzZwUv24ULF3iMCLpcfuONN9g2asBsvaHRo0fD19fX5RvlCOPHj5ek6dAltJTnw3EcevToAZVK5RLtjVZ+SRUNfPnll5JG3B51D/g3EWjrhUvBGe9cLE8AWIyEoxAD5Zo6U4Bw7tw5xMTEQKPR8BJx1qioqECrVq3g5uaGw4cPC/YvXrzYYdy+Mli7di1kMhm6devGnhWTycTKrekkd/HiRQQHByMoKIj9fta/BTXKdDU1YsQIgYFZt24d1Go1oqOjWYGMFIqLi5mhsTUkJpOJeZb37t2DyWSC0WhkK78LFy6gvLwc9+/fR4cOHUAIwejRo1FRUYGKigrmCTZp0oRX32A0GjF37lyo1Wp4e3tj6dKllY5Vm0wmvP7665DJZEhKSqoSY8pZcByHhIQEtGrVyuGx77//vl3aqyPk5eXB3d0dzZs3F9wjjuPQp0+fp2ekxWLLEydOhF6v521zd3fn6U388ssvooaxMoUazoDS2sSM7J07dyCTyXhqfra4e/cuwsLCEB8f73Sl1uDBg+1WBtIxiSXz2rZti0aNGkl+lpaeujJphIeH20029u/fX7TghSZ07RnpqKgotGvXzumxUBYAIQRjx44V9a7u3LmDmJgYBAQECAqmzGYzmjZtCm9vbyY6VF1YtGgRCLFUQlKDaDQaGbWNhhFOnz6NWrVqISIigudszJkzB4MGDYLJZALHcZg1axbzIm0N9eHDhxESEgIPDw+nqltv3bqFxMRE0cmprKwM6enp6N69O1sJPHz4EEFBQWjTpg2KiopgMplYMUvLli0ZlXDdunXQ6/Xw8fER5G7Onj3LKhWzs7Nd0rmwxbZt2xAUFATKl7au/KxOPHr0iKkAUmVAe6Chx6qsGGh+Qizf8FQTh8OHD0dISAhvQC+//DLkcjlviRcREcEzEFLFE1SBrjqEYKxBKWa2VY4UDRs2dEjBoaXTUmwNW6Smpto1XPaMdO/eve0qbf36668ghGDTpk1OjQWwJBvtaX5MmzZNNIRiNBpBCJGcxGii01HM2haPHz/GxIkTQQhBbGysqBd+9uxZeHl5ITU1VSApmZ+fDy8vL2RkZFRLibM1aIEN1cgALB5sTk4Oz1AfO3YMvr6+CAsLY8aLMigGDhzIjDJdTvfr10+wmrt27RoSEhKg1WodUuBKS0vRunVrqFQqUW+UxsdbtmzJCnXocjs1NZUlA7/66iuo1WrUqVOHMZsuXLjAVOpmzZrFm1DMZjM+++wzeHp6QqPR4N133600w+bx48eYP38+vLy8oFAoMGbMmGrThAEs70ZsbCxkMhlmzJjhVIhk6tSp0Gg0VSpcM5lMSEtLQ1hYmOBZfapGeuzYsQK9ZLF4sy2fWixODVh0DFw1Ps4iNjZWMkFIPXiqcyCFfv36Qa1WO6yYKi8vdxheoLQ4se+yJ3EKWJbb9pgjUmMXY9RQUA9SLITi7u6OyZMni37u8OHDIITghx9+cHos1tizZw+Cg4MREhIiWqb8888/M6NnO4FQRcWqcNmlsGTJEshkMjRv3pwZPGtDTRlBJ06cgJ+fH0JCQlhMmiqlDRgwgL34b7/9NggR57/funUL8+bNcyrGfv/+fSQkJMDX11c0Br5y5Uqmv0x/yy1btsDDwwMhISFs9XXgwAH4+/vD29ubJfofP37MPNBWrVoJnoWrV6+iW7duIISgfv36VeKs3759G2PHjoVCoYCXlxfee++9Kk22FRUVmD17NuRyOSIjIwU8cnvo0qWLS/odUqDyCq+88gpv+1M10pMnT4a7uztvQB9//DEIIbzSVtvle0VFhWhBRkFBAQipXvF/iqFDh8LX11f0RaDc5A8++MDud9y8eRPe3t6isSdr0OpJe4U5dNUgVoU2ffp0uLm5SX7WHq9ZCo60USidiLIWrCFWIUpB8wv2BHQc4eTJk/Dy8kJCQoJoNR+N73/44YeCfVOnTgUhrmtsO4M1a9ZAqVQiIyODFQKVl5ezwhBqqE+dOgV/f38EBwez35N6z9aTi5TKoDXOnz8vWXlJcfHiRfj5+aFOnTqi92vTpk3QarW8vMbJkycRGRnJk6y9dOkSkpKSoFAo8N5777FxLl++HBqNBiEhIQJddY7jsH79egQEBECpVGLWrFkCTrgr+Ouvvxj1LzIyEs8//zyWLVuGkydPOu3Znjt3Dg0aNAAhFplWe1rlYqhTpw569uxZmeEL0LdvX2g0Gl58/6ka6ZdeegkKhYI3yJUrV4IQfqeEfv36CZTd/P398fzzz/O2UfH/F198sVI3yB5o4YpUDLNu3brIzMx0+D009rRs2TLR/Z9//jnUajViY2PtirZQYRgx4ybWvcYWOp1O0rsVAxWUkmLnUD0CMcW5+Ph4SdWvadOmQa1WV7nAZM+ePVCr1WjatKmAYmU2m5GTkwOlUinwkCoqKpCZmQmdTlftYTLAIiCk0WiQmJiI69evAxA31KdPn1IK/5MAACAASURBVEZAQACCgoLY6mjevHmCTiX0Wvv16yfqOebm5kImk+HDDz+061nv378fjRo1kqy2O3jwoECd7+bNm8yAFRUVgeM4FBUVoUePHiDEovpH9x8/fhyxsbFQKBR4/fXXBb/vnTt3MGjQIBBCEB8fX+UmGVu3bkW7du14UqU6nQ5ZWVmYPHkyPvvsM3z44YeYN28eZs2ahYkTJ2L48OHo3bs3tFotfH19K6V3Xl5eLknRrQyuXLkCrVbLe1+eugreTz/9xHuYrl69is2bN/NKY8eNGycQ+ElJScEzzzwjuMjo6GhJneeq4LfffgMhRJJRMGfOHMhkMocCTxzHoXnz5vDx8eElGq5evYqRI0eCFgM4UtWik5nYkpWyF2yFdqwRFRVlt42PLTZv3gxCiGg3EOBfMSqx1USjRo0k4+tdunRBUlKS0+Owhw0bNkAmk6Fr164CFsODBw9Qp04dBAYGCiaaa9euISAgAHFxcdWedAYsNDoPDw/Ex8eLGupFixYBsHiFgYGBCAwMFEwYBw4cYO8EdRg6duwoSJqWlJSgS5cuIISgS5cukqX8AF/cScqgm81mjB49msfCKi0tRUZGBnJzc1FWVgaO4zB//nwoFAoYDAaW0Hvw4AFyc3NBCEHTpk1FHZwtW7YgIiICMpkM48aNE5TEuwqz2Yy8vDysXLkSEyZMQOPGjeHm5sbjS8vlcnh5eSE0NJTJUFRWmO3MmTMghGDlypVVGrc1Xn/9dRDyb+uu/3k9aeDf5ao1X7Ft27aiybrs7Gw0adLE5XM4QllZmd04Mf2xxJbUtjh79ixUKhWGDBmC48ePIzc3F0qlEnK5HFOnTnXKq6RhAlvmAvCvAbcXQmjQoAHat2/v8DwUVERJKo5NxdPFeiF27NgRaWlpop/LyMhAhw4dnB6HI9AJyjppR3H69Gl4eHggNTVVYAx27doFuVyOAQMGVLscJmCRDHV3d0dMTAxjc5SXl+OZZ54BIQRvvvkmAMuzERQUhFq1arHQ0e3bt+Hu7o5GjRqxyXvJkiWQy+Vo0KCBIPZrNpvxwQcfQK1WIzIyUpJrT8eQk5Mj+VwXFhaidu3a0Ol0TAuE4zgWN7durbV3714EBgbCw8ODl9Rfs2YNPD094e3tLSqe9OjRI0yYMAEymQxRUVGVqtC1h/Lycly+fBm3b99GaWlptf6+L7zwAmQymaizVFk8fvwYMTExiIiIwL17956ukb58+TJ++OEH3rKtqKgI3333He84MYrLoEGDEB4eLrjAIUOGCBgj1YX09HS0bt1acn9SUpKgzF0KVMaSEAIPDw+88MILLtHBqDESS9Q56pQCWMTKXRGFMRqNUKvVmD59uuQx6enpooZ/xIgRktoGtlot1YGlS5dCLpejWbNmAu7q5s2boVAo0LlzZ0HMkjIrpEJRVcWRI0fg6+uLoKAgphVtNBoZj5r2/cvPz0dUVBT0ej2j1n3//fdQq9VITk5m3rh12bYY/eu3337jUQHFYF3CLsWwuXHjBtLS0qBQKHj3xrq1Fo2lX716lcV3X331VZZ7uXjxIjIyMkCIRWFPLBR34MABGAwGEGJpLOBsZeDTwrlz56BUKjFixIhq/+7ffvsNSqUS3bt3x5UrV56ekabVeNZLjXPnzgn4glQC0noJOGPGDKhUKsGs6KgIpCqgXcKlZuLXXnsNMpmMvUT28OjRI/Tt2xfvvvtupUjwlOYltjx01CkFsJSGuyrEn5ycbLdIpl+/foiMjBRsp8ZP7DdJT0+3+52VxYYNG6BSqVCvXj1BVR4NF9jqvJhMJrRp0wYajcZhgYgYzpw54zBM9ddffyE0NBReXl4sdGQymVhn8ilTpoDjOBQUFCA+Ph4ajYZxj3fs2CHwxg8fPowxY8Y4LBS5e/cuXnzxRVHjaDabWRcUKanThw8fsso/64Tz/v374e/vj8aNG7P3orS0lFVadu3alemtlJeXM/GptLQ0Ue/z8ePH7Jjk5OQnkieoLnTp0gV6vd7pojBXQbXh33rrradnpGnVnDWZn9LraPkpIC7wIyWfSQVqqnP5QUFLsaW+m2pcOBPyqCpo3Eosg03lSu0tG0eNGgU/Pz+Xztm7d2+7HVpoVZitB0R7EoqFZlJTUwWys9WFrVu3ws3NDS1atBB4k5TVYUvjvHnzJoKCghAXFycpwi+GM2fOsPCCoyKLy5cvw2AwQKvVMgNsNpsxduxY5kWazWbcunUL9evXh0KhYOwT6o2LJaouXbok2eqJJprr168vGv6oqKhA+/btoVAoJCmsFRUVGDFihIBj/c8//7BEP41RcxyHhQsXQqlUIioqCr/99hs7fuPGjfD19YW7uzs+//xzUadny5YtCAgIgFardajb8TRAuzbZkzuoKsxmMzp16gSdTvf0jDTtBWj9UFN6mLXWxYkTJwRJO1qObevxUNW66o5rAZaMtVRVEEVSUlK1N8QVw4wZMyRpdkePHgUh9rtFzJw502VRGLpSsI31UtDf07btE22+KVYVV69ePadEsSoqKipVVkypikOGDOFdq8lkQqdOnUQZH3v37oVSqUROTo5T5zSbzcjMzISPjw+CgoLg7e0tqRhIUVhYiPT0dJ4Btm7QOmzYMJhMJhQVFaFly5a8BOPly5fZuKxXJ7m5uTxxJFts3LgRXl5ecHNzw8svvyxIOj58+BDt27d3qgEuYFmtWK/kOI5D//790bNnT7b98OHDiIiIgEql4jUNKCgoYNfVq1cvUXXDGzduoG3btow5Yk8B8b+JwsJCGAwGxMbGPpEVuzVu3bqFqKiop2ekKbfWujyZ4zjIZDJeyxrqXVvznynx27qtD2B5gAkhDnViK4OKigpoNBpeibotqCGrjp569iDGeKGgrb3sTSZUdNwVNgOdGKXKyf/8809RfjdNqopxkZ0x0iaTCVFRUVAqlQgNDeWJBX3++edYtmyZXa/3lVdeES0SePDgAeLi4uDv7y/w8mkexBlqFZ2EPvnkE1y+fBkJCQlQqVSYPn26Xc5tUVERsrOzeasvjuOYTnXv3r1RVlaG0tJSlmCkcWvAYuhiYmKwevVqABaNDsrsmDp1qugq6+rVqxgwYADz2G3BcZxTxvDixYtQKpVo0KABCydRlodcLkfdunVZcdfdu3cZk6VXr17MgJtMJrz99ttQKpUIDw8X1b8xm8149913oVQqERERYTeE96RhMpnw5ZdfIiwsDBqNhrEvnjTy8/OfnpGmSwZbjqSXlxePJVBeXg5C/pV8BP6tmrPlkRqNRigUCrz00ktVvTeiaNq0qV32CDWQUiXk1QUprQzg33tjT0CI8p5doR7R75UqFqIMGFueemlpKeRyucBIAhY2jqOVB61KbNSoEYYOHcrrb0l1hGNiYkQLaQCL8Rg6dCgI+VeNjiIvLw8+Pj5ISEjg5QY4jmPVc466jVODRRsP37t3j8VkAwIC8Nlnn0kWVlgb4Ndee40ZYBqPzM7OxoMHD2A0Gtl4hg4dioqKCty7dw8tWrRg7BDaCYaGTTp06CA5ee3fv585EufPn8f58+eZJx8bG+tQXQ+waEu7ubkhMTGRV+25ZcsWeHp6Ijg4mE3oHMfh3XffhVwuR3JyMq8O4vfff0dMTAyUSiXmz58vurr77bffEB0dDYVCIblSeFLgOA6bN29G3bp1WchITLjrSeGpsjvu3r2LPXv2CB6kQ4cOCYj03t7evERPaWkpCOGr41E8Ka40AEyZMgVubm52lznp6enIyMh4IuenkFKdAywxQkLsi8PQMIArlX4cxyEgIAADBw6UPCYtLU203VBsbCx69+4t2O5MApNy0MU4vxUVFdizZw/Cw8MFS2prmEwmlhyzlVzds2cPVCoVWrVqxYtdl5WVoVGjRnB3d3eo0Ddy5EioVCrec/v7778jMzMThFjaPEl1/zYajWwSGTduHAtlrF69GiqVCnXr1sW1a9d4XnbHjh3x6NEjlJWVMc94+PDhjKb66aefomHDhk5Je+bk5ECtVqNjx47Mw3Y2DLZ79254eXkhKCiIJ85/6tQpREZGIjQ0lPeubNu2Db6+vvD29ubFvu/fv8+KYnJyckQTsA8ePOCtFKqjsbAjHD16lOluR0dHY+3atf+V81rj/xU8acBSetmnTx/eNj8/P0HVIQC0bt1a0oBVFd988w0IIXZnUuoFVaXU2RHE+jxSiCVfbUE7EruihAcA3bp1E1R/WuO5554TLZ/v3LmzqL6BmOqhLcrKyhzGSe/evYsuXbpAq9VKUhmt1ehsVwM0iT1s2DBBcVVQUBBiY2PthgGuXLkCNzc3dOnShfcS0zLo4OBgeHp6Si6ROY5jvQX79evHjO22bdvg4eGByMhI9jx99tlnkMvlyMjIwI0bN8BxHF5++WUWDqGg3vvDhw95jTRscf36dWbohw4d6rIROn36NCIiIgQ9LgsLC1l4gnr5gKULjJgYE002qlQqREZGiq6MTCYTWyn07NnzidD0aJst+qz4+flh4cKFldKLrg48VSNdVFSEVatWCeKB27ZtEyS9mjZtKtB2bdCggWgl23PPPWdXYKgqoIp49nQ6CgoKWBflJ4WQkBAMGzZMdN+tW7dAiHRbL+Bfxoyr2rxU6EdKeUyqfJ6uQGyX/bSEXSoZ6Qo4juN5vGLdV8rLy5k3ZrvSoM19bUMiBw8etNuWi4KKTNHCFGtcuXIFiYmJUKvVgi4p1uOn99e6GOfo0aOsES2drDZu3AidTofIyEhGU1u/fr1oeGP69OmQyWQORZgKCgoqzaKwTiCKCV3NmzcP2dnZjK5mLcbUsmVLXnXskSNHEBERAbVajY8//lgwJo7jsGDBAshkMjRp0qTaVPAePnyIxYsXIykpCYQQxqJxheXzJPBUjfSFCxdAiLCksmPHjoJwwTPPPIPk5GTetj59+oh6dVScpjpefDGEh4cLvHpbZGdnIy4u7olQhxyJ8N+7d8/hRELL3KUoW1LYu3cvCBFv92P9vbY6CFSzxNZw2qPnAZbl9IwZM1x+UdasWQOVSoUFCxYIPMPS0lK0a9cOcrmc5wxwHMdCIrbJT9qWy54yIWU3yGQyUbW6u3fvIjMzEzKZDAsWLJB8Nqin3KxZM7bsv3DhAmJiYniVf0ePHkVQUBC8vLx4nvLjx4/RtWtXlogrKSlB3759QYilTZcr70VZWRm7J84wps6ePQudTodp06bx7vvKlSuh0WgQHh7OW7198cUX0Gq1CAoK4rF/7ty5w4ST+vfvLxq2+eabb6DRaBAbG1slym1xcTHGjRsHvV7PYs7Lly//nymmeapGmnqltkyMvn37CuKUYlVrM2fOhEqlEng3VGv5SRHhe/fujbCwMLsGmHKqnaUzuQKqkyHVzooK7dtroOlM30IxlJSUwM3NTbJ5ZmlpKdRqtaApLdWwttUAp8ljKdF66t06amFkC2tGwdChQwXPSHFxMTIyMqDRaHiridLSUmRmZkKtVgtCBKNGjQIhRLCst/3e5ORkBAYGinp4jx8/Rvfu3VnsVaoQYsOGDayaj/KarSv/KL/7n3/+QXJyMpRKJXuPLl26hNjYWKjValYhSL10mUyG5ORkp40apb8SQkRDi7YwGo2sgnHEiBE8Q/3HH38gIiICOp2ON8mfOnVK0J4LsDA73nzzTcjlcqSmpop66L/++iv8/Pzg5+fH42K7AtrUOTc3F4cPH/6f42Q/VSN9584dEEKwcOFC3qDEWqTTZgDWLxs1hLY/3pEjRxzyhKsCSs+S8v4AS5JDo9GI0pyqCsp2kLo+6knb60n4999/gxDXNKUpunTpgsjISMmHOTMzU1By/vjxY1HWDU1ySsXPX375ZchkMpfHCPDpbL169RLEFMUawwKW+5ecnAwPDw+e11dRUYFOnTpBLpdLCm0BFllPtVqNZ555RvQeUW0NNzc3BAQEiHaiByxFSb6+vvD392eT/cOHD9G5c2cQYqlOpFxq2tpq8uTJMJlMuHv3LqsQHDNmDJvktm7disTERJcooqdPn8apU6eclvDkOA4vvfQSCLFIrVpPsDdv3kRGRgbUajVPf/3BgwfMcx47dizvM7/88gs8PT3h7+8vKvCVl5eHqKgouLu7u6QDTTF27FhJOuvTxv379zFv3rynZ6SlOkmLFWrQeJ+1dyJWiQj8a6RsY4vVBdrB3LpTshj69esHHx+faie8U2aGVGUb9bRp8YMYbty4YZdOZw+ff/45CCG8bL41qASt7RI1NTVVwPywJ8wEVM1IU9D4pW1nesCymouKioKvry9v5XX16lVERkbC39+f53WWlJSgadOmUKvVdpf/tGzf3iR46tQpRut6/fXXRQ16Xl4eYmJioNVq2aRsNBpZs92uXbvi0aNHMBqNrN9gly5d8PDhQxiNRlZZaa3nTb1bs9mMBQsWuNzc1VnQ3pW2z2FxcTEL2QD/qvGZTCaWPG3VqhWP4XH27FnUqVMHKpVKlFp648YNNuG6unrt0qUL6tat69JnnjQuXLiAcePGwd3d/ek2ouU4DoQQgXi/mB4y1e+wTgxdunQJhIgL4hgMBqcq2SoDs9kMX19fycQdBV3KOxJhdxW0JFwqZnbz5k0QQuzySe/fv19pPvft27chl8t5TAJrbNy4EYQItUNGjhwJb29vQYy4QYMGaNOmjeh3zZ49u8pGGgCvg42tMczPz0dwcDCCg4N5MfO8vDz4+fkhKiqKxye/d+8eUlJS4O7uLmkQTCYTWrRoAb1eb3fFVVZWxnSVhw0bJhrWKSwsRIMGDSCXy3nJ4EWLFrFQAH2vFi9eDIVCgeTkZHYta9asEWUa7du3DzKZDAkJCU41Aa4MNm/ebFfVcePGjWjVqhWPl71ixQqmqW7tiNy7d491KBeb1K5evYqYmBj4+Pi41PUlJSXliUkTuAKO47Br1y7k5ORAJpNBpVJh0KBB2LJly9Ol4B09elSge1xYWIhz587xQhu7d+8GIQQ7d+5k24xGI5RKpWjhyuDBg+Hv7//E4kvPPPMMYmNj7R5jMpkQGRmJ1NTUKvU/s8WgQYMQFhYmud8ZCh7twi7GRHAG2dnZSExMFN1Hcw22HhRNHtoajMGDB0sqF7722mtQqVSVGqMYtm/fjqysLEGxxunTp+Hr64uoqCheKOD333+Hh4cHUlJSeMUu169fR3R0NGrVqiXZW/Dy5cvQ6/XIysqy+/tzHMeqItu1aycaViguLmYxdmuO8KZNm6DX63mtrbZt2wYfHx/4+PjwvH2O4zBixAjeCnDHjh0IDAyEVqvFsmXLntj7cu3aNbRp00agG7JmzRq4ubkhJiaGt5I5ePAgAgMDodfrecnt8vJyNqnRoh5rXLp0CeHh4fD393fY85HC09NTILb13wTHcfjuu++QmprKKH+zZ89mQm3/r+FJ09Ji21Ln2NhYUaYFraizp6VbFdBkg6PYHtWzsJdschVNmzZFixYtJPdfuXIFhEgrmgHi5feugIafxBJQtOhl8ODBvO00CWXL5qF9Lf8b2gwbN25kVXK2Y//999+h1+sRHx/P85y3b98OlUqFZs2a8ahm+fn5CAwMRFhYmKD4ioLyr21Xi2L4/PPPoVAoULduXdGu2rYcYcrSOHnyJEvIUVZNfn4+kpOTIZfLWRVfcXExK0MfNmwY+/yNGzeYh+pKtx5XcPToUfj6+iIgIEAQpjt06BAzyNZO2JUrV5Ceng6ZTMbLr1hPau3btxewVc6fP4+goCCEhIQ4lP+lSXaxorj/Bh4/foz27duDEEuHmqVLlwpWyE/dSK9evVoQ2ysoKMD8+fN5CcG7d++KJsPatm2LBg0aCC6e6khQXYPqBv1+R4k3juOQlZUFf3//auFbms1m6PV6uwlJ2nPRUbcINzc3u/rQ9nDy5Em797dz586Ij4/nbTOZTPDy8sJzzz3H2759+3YQItRheVLYtWsXfH194enpKdCL2LdvHzw8PBAbG8ubgDds2ACFQoEWLVrwYrgnTpyAt7c3YmNjRSVqOY5jnp+t4p4Ytm7dysYmVo5O9TFkMhnS09PZ+3Tz5k00btyYFwp49OgRK8jo168fSkpKYDQaMWvWLMhkMiQlJTGDSXU0KNPFXreWyoI2NAgJCRGEgK5cuYKkpCS4ubnx+naWlJQwNsysWbN4Y1q6dClkMhmys7MFkr2nTp2Ct7c34uPj7crHms1mxMfHIzY2tkq9FisDo9GIrl27QiaTYeHChZJhoWo30gaDQWswGP42GAxD4ISRrl27Nvr378/bRulamzdvZtukuMGjRo2Cr6+v6A3Q6XSSCamqguM4BAUFOeRLAxbqkUwmw5QpU6p8XtohxV7JN1Xrc6Q54eHhYVcsyh4cdTSnXHXbF6Rbt26CruMPHz6EXC7H7NmzBd+Tn5+P/v37O9WE1RVcvnwZderUgYeHhyD8cvjwYej1ehgMBl4obu3atZDL5WjZsiXPezt06BDc3d2RlJQkWrpeXl7OGBn2Coysx9awYUPm2Yq9vD///DP0ej2CgoJY9WtpaSmbEKgSHcdxeOuttyCTyVCvXj1mHLdu3Qp/f3+Eh4eLVtJNmTIFOTk51S4UdvLkSfj4+CAmJkagG3Pnzh28//77gsnBZDKxwpdRo0bxQkerV6+GQqFA06ZNBU7Q3r17oVar0axZM7ucZyqQVdnQX2VgrQ3jSNr4SRjpNw0Gw+/OGumUlBR0796dt01KxS08PFywhKZZdDHh/KysLF6X8erG4MGD4evr61S8efjw4VCpVFXWuabMDnuJkQMHDjjlmfr4+FQpFpeSkiLZVWXXrl0ghPCy+MC/OuC24YG0tDRBRSlgMdKOJqXK4tq1a3j99ddFy6APHDgAd3d3JCYm8hhFq1atgkwmQ9u2bXme165du6DRaJCWlibquZWVlSEnJ8ch64aivLycMTjat28vugo7ffo0YmJi4ObmxlZN1kp0SUlJ7HnbvHkzvL294evry56La9euMcqa2WzmGbIPPvgAWq0WXl5eWL58ebV61UeOHEGLFi3sVgr+9ddfPPE0juMwffp0VtxiHYvesGEDU+SztQNUubFHjx52y92fffZZaLVaUS72kwClKDoTbqxWI20wGOINBsP3BoPhNWeNdKNGjQQtl6TYCQ0aNBD0w6OtosQ0KKZOnQq1Wv3ENF9p0Ywzilg3b96EXq+vcha5ffv2CAoKslvcQVklUk1jKQICAjBq1KhKj2XAgAGiLcwAS5mwGAOExqVt6YuUbmTrNdLk8JPoAG+NixcvCopX9uzZA61Wi7p16wrYB4RYSretn60tW7bAzc1N0lBb9zS0x2G3xtKlS6FUKpGYmCha5n779m2mhPfiiy8yQ7R9+3bUqlULXl5ejIedn5+PlJQUlouwdi7eeecdJCYm8lge58+fR/PmzVlCUyruXhlQo19WVia6+qBepi09lzK/unXrxrv3P/74I1QqFRo3biyQ36X5I3vKmJcvXxZ06X5SoI7KyJEjnZr8qttIbzIYDNGuGOmWLVsKpCop88A2mJ+Tk4PU1FTeNvrSi+khbNiwAU+q6g+wLM9c0eigCTIxvq4zoPxsR0kOOnEdO3bM7nEhISE8/qyroDoTUgm/tLQ0QU9Is9mMWrVqCVZEdMITm2wNBgN69OhR6XE6g5ycHLi5uQm6kmzfvh1ubm5IT0/nXSctE8/JyeGFCzZv3mzXUFdUVDC1t/nz5zs1tl27dsHHxwd+fn6iE295eTnrNJ+Tk8OM1KVLl5CamgqZTMZWDCUlJaxVV3Z2Noujb9u2DQEBAXBzc8P777/P41J/9NFHqFWrFi9WXF3o3bs3kpOTBV51eXk5K2WfMWMGz5jRpHXbtm15+YHvvvsOCoUCWVlZvO2U1eIoR0XbvFknL6sb9Dnv3r2704yvajPSBoNhkMFgePn//u+0ke7cuTPq168vGJhWqxXEcEeMGCEQTqKdXKREbZyJ+VQFDRs2dLqha1lZGWJjY5GQkOBymTPHcejcuTN0Op1Drd+vvvpKknlhjcjISAwaNMilcVjjl19+ASHSIk1jx46Fu7u74Fp79uyJ0NBQ3otXUFAAQvgdeSi6du0Kg8FQ6XE6gzt37iA9PV1QmgxYDK9arUa9evV4MWraDLhLly680Ac11KmpqZLyqr169ZK8XjGcP3+eFXOIUSs5jsOHH34IhUKBpKQkxmoqKSlBbm4uK3yhYROqmREQEMBWEIWFhSwk06ZNG967ah2Dnzx5crV1PtqxYwc0Gg2ysrIEqyiTyYTnn3+eJUOtsXz5csjlcnTq1In3uXXr1kEul6N79+688EZ5eTmaN28OjUYjyQkvLS1FdHQ0kpOTq5UyS2E0GqHX69GsWTOXkpTVaaS//r9Y9GGDwXDVYDBcNBgMbeDASF+9elU0OVFQUCCg1rzyyiuQyWSCHzMoKEi0sITjOAQGBlbJEDkCbW3vTPNZAPjpp59AiH1dDTHQ3o32RJMo6PLOEaUtKirKrja0I1C1PSlDQ2VdbYtaKF/atvVZSkqKaLf1BQsWIC0trdKCWXv37sXSpUsdSk0WFRWx0uSJEyfyXvKtW7dCp9MhNjaWx0ygqn9t2rTheW9bt26FRqNBUlKSaCdvo9GI3r17u2So7927x8q/R4wYIRrG2759O+NI03yAdb9Bg8HA+MinT59GQkICWw2aTCZwHIclS5ZAr9eLeu13795ljRZ69uxZLTHclStXghDCa+ZAwXEcBg8ejOzsbMF7T2m2w4cP50349Pm3TUTT/pUJCQmSVZZ09f0kOjs5035PDE+EgueKJ+0K6AthmxXOzMwUfbkBi6cuVXRRHaAhCFd40J07d4Zer3fasF+9ehVeXl7IyspySuuX9i90dGx0dDRyc3OdGoMUoqKiRMX8gX/DQdYddYB/i21s4410ErY1apVJWl2+fBlDhgxBYWEh88bCwsKwcOFCu8beZDLhhRdeQJMmTQTHHTp0CD4+iTT50AAAIABJREFUPggJCeFVMH755ZdMtc46wbdz507odDrExcWJOiLWhvqVV15x6jpNJhNmzpwJQggaN24s+gxdvHgR9erVY8aXPgd79+5FYGAgdDodo44+evQIAwcOZBMNvffWCbjVq1fzJvzS0lLMnTsXWq0WOp0Ob7zxRpXpazQcIdYEt6KiQjKvRHW0rUOOHMexkI6tmuHOnTshk8kE4TbrzzZr1gyBgYEutZZzBnRSEcstSOHGjRto2bLl0zXSO3fuFC1NXrVqlSBxSHsi2oqBDxkyxG7Fmkwmq/YbTsFxHGJiYiRZDmK4cOEC1Gq1U14sx3Ho2LEjtFqtaIGDGMTCQmKIiYnBgAEDnPpOKfTq1QtRUVGS+9PS0kQLb1JTUwUTK80vSFVK2isvtgYNDbm7u+Py5cvgOA5btmxBVlYWCCHw9/e3O6lyHMeMDu1+QnHq1CkEBgYiICCA12ll/fr1UCqVqF+/Pi8cZc27FvM6jUYjMygjR450+ho3bNgAd3d3hISEiOZcSkpKmPHt1KkTM7LXr19nBS2DBw9GcXExOI7D0qVLodFo4O/vz6vwu3LlClQqFcLCwkT7ifbo0QO1atWqciHS48eP8cwzz0i2QAMsXnzHjh15uRaO4zBkyBBB8VZZWRmaNWsGjUYjyHNQ0S0p7R0qYFbZQi8pDB06FH5+fk47Hfn5+YiJiWF00KdWzDJlyhTodDrBALt37y7Qj6bqdrZaxlTIRWwJs2nTJrtx0+rAxIkT4ebm5pJQzaxZs5g3aa/IhYoZOUPbohDT3hZDbGysgKPuKigFUopORRk2tl4pFWGy7StYu3Zt0fZbixYtQlBQkFPdMWiVpxiDYt++fWjfvr1T7Aqz2YxWrVqhXbt2vN/23LlzCA0Nha+vL8+o/Pzzz3Bzc0NSUhLPwz106BC8vLwQFhYmWqrMcRx7Hrp16+a0jvGJEycQFRUFNzc3UdEhjuOwePFiqFQqxMTEMK65yWRiq5bExERe+IN2TBk9ejT7zX777TckJCQww26bEKVxepPJhKFDh4o2lHUVYobs2rVrCA8PR0hICM+OVFRUoH379lAoFLzaisLCQkRERCA0NJT3e5hMJrRs2RI6nU5SpKxv377QarVVWvnbIjEx0Wln7tixYwgMDEStWrXw888/P10jTfWCbX+U4cOHIzg4mLeNJpdsPS36Uor1kHMUN60O7NixA4QQ/PDDD05/pri4mLWr1+v1mDp1qkDD5OLFi/D09ESLFi1cammUmZmJ7Oxsh8fVrl27yr0g9+zZA0KIpNzm5s2bQQgRiOBTLret+NSLL74IpVIpMARUtMn6JRRDSUkJAgICkJGR4VAvA7As5RctWiTp3dAEVbNmzXge8t9//42oqCh4enrytLB37doFd3d3xMbG8pa1f/75J3vppNhGH374IWQymeBc9nD79m1W0j1p0iTRa/71118REhICjUbDq0Ldvn07AgICoNVqmVdZVlbGlPPi4+OZ11paWsom1piYGNHE9/nz5xEcHAxCLJ3OKyPJwHEcxo0bJ+nFnjhxAnq9HqmpqbwVzsOHD5Gamgq9Xs+bCP/880+4u7ujUaNGvDFfv34dAQEBSEpKEg3VXLp0CW5ubujVq1e1cMSLiooYy8YR/vzzT+j1eoSHh+Ps2bNPvyyc0rhsPa1p06bBzc2Nd4MqKiogk8kEXaf/+OMP2Kuwi4yMdKoysLIoLy+Hp6dnpehsR48eRb9+/SCXy6HRaDB+/HgUFBTgxo0biI2Nha+vr0sxLMD5RrzVYaSLi4uhVCpFkz50v0ajEVR+Go1G+Pv7C36XY8eOQayEurS0FD4+Pujbt6/d8VB9amc6SnMcx0qO27dvL9k5fcOGDXBzc0NsbCzPABQUFCA+Pl7QEuvQoUPw9fVFYGAgT86VLl91Op1kR5z169czsX9nf3ej0YgJEyaAEOkO4Tdv3mSc5/HjxzMDZx3+GD58OPPid+7ciZCQEKhUKsyfP585CceOHWM0No7jBGGOR48e4ZVXXoFOp4NSqcSIESMEJdv2wHEcoqKi7HqcdMK2dbwKCgpQq1YtNG7cmDdZ0WSgLVV2y5YtIMRSbi4GukIXU9l0FZcvX3b6u8aMGQOdTsds5VM30h9++KHocpkab9sQQlBQkMAYPnz4EIRI60c/++yzDhXrqoo+ffogICCg0p2EL1y4gGHDhkGpVEKlUiE8PBw6nQ6HDh1y6XuMRqOouL4YqiNxCFgEn+w1/u3atSsiIiIEHsmoUaOg0+l4EzTHcUhJSRGtFJ04cSLUarXdSjWz2Yx58+ZJdua2BQ0JaLVa+Pj4SPYfpCJAKSkpvN+YtsSivGd6jWfOnEFERAQ8PDx4q4ibN2+ifv36kMvlkgyCffv2wcfHhyf27wyWLFkCpVKJhIQEUS+2oqICL7zwAgixtIiik4DRaGQVcImJiSwscufOHTaJtW3bVpD8XLt2LXx9fbFy5UrBb3v9+nWMHj0aSUlJ7H5t2bJFsiDm7NmzmDRpEmrXrg1CLEp/9tC5c2ckJycL3jfKFLEND+bm5kKpVApqBwYNGgSFQiHZ9LZ169bQarVVlnJ1phEH8O8kZV309tSNNO1xZ6tWRbuuWHdvAID69esLqg4BIDAwUFLfed68eU5R0qoCWq7tqlG1xaVLlzB69GgEBQVVSnCIztj2FPAoIiIiJLPcroAug6U8JhpXt9XfoPKztiEP2m3dmkEBWGKmrhSBuIJz586hQYMGdouA/vnnH0YbtDZKpaWl6NmzJ/NSqRd37do11KtXD0qlkhczfvToETp27GiX1XHu3DlER0dDq9UKGAr2QAtffHx8JEND33//Pby9veHp6cnrMLN161YEBwdDrVYz75lS8nQ6naBE/MyZM2jSpAkIsTSTFYu303thMpng7+/Pjl2xYgVWr17NCmR++eUXqNVqtG/fHh999JFDMbLr16+LsnQ4jkP79u1Z0pji7t27CA4ORkpKCi+vce/ePYSGhiI+Pl40F3Djxg0EBgYiMTGxSs0RjEajKN/bFlQSw3ol+dSNdElJCW7fvi2YEcvKykSTRF27dkVKSopge1ZWFjIzM0UvnKqsVRcBXwz37t2zu+z/b4EaPmeuNTQ01GHjAmdABWqkJpVbt25BLpcL5DpNJhOCgoLw7LPP8rbfuHEDCoVCtBT8o48+chgGuHXrllOl+rYwGo28MITUpMNxHMaPH4833niDGSyz2cy81J49e7I454MHD1jM+M0332THV1RUYOjQoSBEXBcZsCS+mjVrBkIsJc3OrtLy8/NRt25dyGQyzJ07V/Rzly5dYiJOY8eOZeO9ffs2K11v3bo1857z8/NZ+XmHDh3Ye2wymfDJJ5/Ax8cHSqUS7777ruS4Ll26hDlz5jBvmRCCuXPnsvtRGQZWWVmZgLJ5+fJluLu7o0OHDrwJkNYo2Ma76fM7ceJE0XNs374dMpmsyu+KTqdzKLJGOd7WE8xTN9KuYvTo0aKqd8OGDZOknT3pdloUrVq1eqKcbGdAdSWcSdoEBQVhxIgRVT5ncXGxXUU8wDKJ1qtXT7B93Lhx0Gg0ghe0c+fOCA0NrVTl17Rp06BWq6tUNXbgwAH4+fmJ8nZNJhMGDBjAWBDW56GrgObNmzPmSllZGfr37y+g2VnrIrdu3VpUJKy8vJxxiHNycpzuM1hSUsLGaF1paPvdkydPBiEEaWlpjOJJKXk6nQ6+vr5Mo5qWiOt0Onh6evKaBNy6dQvDhg1jqyJaGCMGjuNw5MgRHDlypNLhQfo96enp6Nixo2Af1cdYtWoVb/vgwYNFwxtUzEqqJJzysR3J/9pDYGAgRo4cafeYtm3bIiEhgbftqRvpf/75BzNnzhTIRd6+fRtjx44VVKvRYL7t0oTGsKWWSbGxsU9c/+GDDz4AIcLOI/9NzJ49G3K53Cmqmr+/f5UElqzRrFkzZGRkSO5fsGABCCECrvf+/ftBCBFQyKh6mZiR3LFjh122Dg2V2YZLXEFBQQHS0tIgk8kwe/ZsAX/ZbDZjxowZIMQitGRtYNesWQOVSsWLDZvNZhb3bdeuHe/4FStWQKVSwWAwiI6Z4zh89NFHUCgUMBgMLsXbFy1axOLUUtWBGzduhI+Pj0DDOi8vDxkZGSDE0imchhcuXrzIvOpOnTqJFtTMmzcPHTp0cJrbX1lQCqitKqTJZELjxo0REBDAY2/cv38foaGhqF+/Pm8SKSkpgcFgkGSuGI1GNG/eHB4eHnb1qe0hPj4eXbp0kdzPcRzc3NwEypRP3Uj//vvvIIQIst2FhYWiCQBaHm2rS0FFhaTauvfp0wcRERGSN6g6UFBQIFph999Et27dBGL7UvD09JRc4rkKqh8tVUVJ740tM4fjOBgMBjRp0oS3vby8HMHBwaKc6enTp0Mul0uuFui5nKE72UNxcTErlMjMzBTkRwBLFZlSqUR6ejrPK9y9ezd8fX3h6+vLa5S8bNkyZpCtJ/O9e/fC398fer1eUAdgfUxwcDA0Go1Lra52794NLy8vhISESErcXr58mcXkR40axZygiooKJhFap04d5jSZzWYsWrSIJVyXLVvGu/5PPvkEer0eKpUKo0ePlmTOVBVHjx6VpL/SMOdXX33F204ncVuhM8oaEeOcA/82+njnnXcqNVa6arS3GgoMDBQQI566kaaB8rVr1/K2m0wm0Zeadgi3XZbQ9lpSyxE64xYWFkreoOpA8+bNkZCQ8MR6xTlCZGSkQ5oahVqtthuicAXOlMe3a9cOkZGRgiXu+++/L+oNUcNvm1m/du0a1Gq13e402dnZMBgM1fI7rFy5Eh4eHoIydor9+/eLGokLFy4gISEBSqWSd1/27dsHPz8/eHt78wwFbRdFCMGcOXNEQwE3b95EmzZtQAjBwIEDnaa3nTp1CqGhodDr9ZK5g/LyckybNg2EECQnJ/N6Du7cuRORkZGQy+WYMWMGo/CdO3eOVXJmZmbyikOuXbuG0aNHQ6lUQqPRPBE9DFo78f+Q995xTZ3v+/iTTRL2BhmyghNFceAsLhxoceKeqLXOalUcuHBUrVqtu3XW0fp2V61d1vp211XrRhFxoKKyEUhyrt8ffM7zJpxzkgAB6fd3vV59vWzOSXISTu7nfu77uq+L775jGAbBwcEc5lF+fj48PDw4Co0MwyAkJAQ1atQQLJW1adMGXl5epRZIA/4Xu4xx/cPDwzm66h88SLNfMh8bwcnJCWPGjDF4jLWGKjnSWVBQAIlEIsh5ZIcu+LbPlgSrL1Iat2JLgXUAN6f2rtfrQYh53nvmgGEY+Pn5oUuXLoLnsAyY4pklUNQzUCqVGD16tMHjb968gVKp5OWfjxgxAlZWVoJ0PDZbMrc0YArJycn0h3v37l3BH+nmzZuxfPlyujhkZGRQJsf48eNp2eTx48eoW7cuJBKJwTBNXl4eVa3r0aMHbzNNp9Nh3rx5EIvFCAoKMilJy+Lp06dUT3rRokWC9eCTJ0/SIZdNmzbRa8vMzERsbCwIIahduzYdt9br9diyZQscHR0hk8kwc+ZMg3JkUlIShg4dSicR09LSLMa0KigooIsaH9gSZHG+OvA/2eCSI+PsYFxJxhELNtsWomoaA/v7FFrsAaB///4cmYUPHqTZC+fjD9aoUQO9evUyeCwvL8+gK1wcgYGBnPNZZGVlWWQLbAqvX7+GRCKxWIZaGvz5558ghOuGwof3799bvJlqajw+NzcXNjY2GDp0KOfYsGHDoFarOVvB0aNHQ6FQcHZA7A6s5E6LRWZmpkEmaClkZGTAxcUFrVq14lwTwzC0QThs2DCabep0Otqga9euHQ1QWVlZ1AF8xIgR9HyGYbBy5UrqriLU4/jjjz/g6ekJuVxudGqyOHJycug1du3albdZCRQxbNiMvXfv3gbnnThxAh4eHpBKpZg7dy5dsF6/fo0hQ4aAEAJ/f3/BjH306NGws7PD7NmzLTJ2vX37do6iIov09HSoVCqOr2ZGRgZsbW05Iv86nQ4ajQb16tXj/T71ej0CAgI45TlzUb16daM73dmzZ0MsFhskAR88SBcWFgoG3datW+Pjjz/mPO7s7MzbJY2KiuKl57GoWbNmuZ1RzEHHjh3h6+tb6SUPtqNtTv3P2OJYVrDbuYMHDwqeM2LECFhbW3Mav5cvXwYhXA9ANhjzGSuMGjXKLM9AS2PXrl2wsrKCt7c3pwei1+spY6NFixYG9LCtW7dCJpMhKCiIcor1ej1lDjRt2tRgYOS3336Dk5MTbG1tKcOiJNLS0hAVFUVZHOaU84o3FAMCAgQbrHq9Hl988QWkUil8fX2p1RZQxDtm2SOhoaEGHPhTp05Bo9HQAF9ygOXvv/9GdHQ0RCIRJBIJoqOjyyy0X1hYaFLrZOTIkVAqlZzsffr06RCLxZzmJsuQEpI6YE0HykLzjI6ORnBwsOBxdm6k+DV98CANFGXHfAFNKMgJ0W6mTJkChUIhWE8aPHgw3NzcKjx47tq1C4QQjh1TRaNXr17w8PAw6/OxcqFCinNlQWFhIRwdHY0q67E6J3zbyUaNGiEoKIjz94uKioKDg0Op3dZzc3PRt29fiy5ELK5evQofHx9IpVKD8gaL77//HkqlEtWqVTPYHZw9exaurq6wtrY2GCTZv38/1Go1XFxcDDjuT548oXzmMWPG8AYkhmHw1VdfQS6Xw8nJCbt27TLrHjh79izc3Nzg5uZmlAlz4cIFBAQEQCwWY8GCBQZ/nwMHDsDNzQ1SqRRz5syhrKL8/HzMnz8fSqUSCoUCs2bN4tTPk5KSEBcXBxcXF1rqYhjGLN0SvV6PPXv2ICAgwGTJjjWnKK6xAhRJABNCONzuwsJCuLu7C1ppZWVlQa1Wl2laly2zlHRLZ8HKIqxfv54+ViWCdGnRvXt3Xj4yO9kmRPthR9D5uvSWxPv37+Hk5FThlL/iyMrKglKpxNixY806X8jst7wYNWoU1Gq1YMlDp9PBw8MD3bp14xxjaXclNVhYbRY+0R29Xo9t27bx3lcMwyAqKgpKpbLU+ifm4O3bt+jRowd69uzJGxRv3LiB1atXcx5/9uwZndSbMmUKrVPfuXMHtWrVogwhtmZsrKFXHMUnAKOiosxy+r5z5w7c3Nzg7u5u1B4rKyuLZs4REREGu7W3b9/SOnpISIhB/TclJYU+z93dHVu3buUdXGNpbefPn6cO36NGjcLq1avx22+/0QDPMAxOnDhB1fpCQkJMTuaynp9nz57lHPPz8+MtkY4cORK2traCVNbJkydDLBaXmm6bkpJi1HKPYRiEhoaibt269J6qEkF6wYIFvI3Do0ePIjo6msNRnTRpEtRqNeeHceHCBRDClTJlwUqdCgkxWRLTpk2DRCKxqNShMbBNOVPmsyzY70JI6KesYBu0Jdk6xTFlyhRIpVKOtZROp4O/vz8aN27M+dsKSUcmJydTtTI+PH36FDY2NmjTpk2F7KCKa08nJiZy1P5Y/Pnnn+jfvz9tBBZ3A2/VqhWlLubk5NCAFxkZafAdCTX0ikOn02HVqlWlcvq+ffs2XF1d4eHhYbSOzzAMtm7dCpVKBRcXF07v4+jRo/Dw8IBEIsHs2bMNVOouXLiAJk2agBCCBg0acLJaFo8fP8bkyZPRsmVLODo6gp1MZOUWduzYQWveu3fvNmsYhs2k+coTffv2hZeXF+fxI0eOGB1uefnyJVQqVZmy6Xbt2sHPz0/w2jdt2gRC/udoVCWCdJ06dRAdHc15nPWQKynhyVK2Sv7IMzIyjHZP8/PzTU7GWQqPHj3ipRBWFLp27QovLy+zJ7jYsoPQj6Ws0Ov1qFatmtHaP8s3Lb6lY7F+/XoQwtX/ZqUj+azQ2AEnoQWHdcSwhJqZMQwcOJD+zUuWbNavXw+xWIwaNWoYaFzs2rULSqUSbm5ulPXC6mXI5XJ4eXkZZICpqalU4rZnz56CgxWJiYlU9S4yMtKkzdWtW7fg5uYGa2trHDlyxOi5d+7cQd26dUFIkRBSSS2MwYMH06y/+GQfwzDYvXs3vLy8aA1daK6BPT81NRW//fYbHaTZuXMn1q9fb9awFguWkcFncszWl0t+Pzk5OVAoFJg0aZLg606dOhVisbjUQ1NsOVRI4z47Oxs2NjZ0AagSQTo8PBzt2rXjPM565JWks7GDK3xfuqenp1HRoLCwMA4PsaLQuXNnuLu7l4lTWRq8e/cOMpnMpC5AcZjrKF4WTJkyBTKZTLCGzDAM6tSpw9shz8vLg4uLC69UJTtUUfLvXlBQgNq1a8PHx4eXN6zX69G6dWv4+/ub7XxSFuTk5NAA1bZtW46mxB9//AFXV1eo1WoDCtc///wDjUYDsViMJUuW0IX2ypUr8Pf3h0QiMXhcr9dj2bJlkEql8PLywqlTp3ivhx3jVqvVsLGxEcy+WTx9+hQNGzaESCQy0CXhQ15eHsaMGQNCCBo1asTJwI8dOwZPT0+IRCKMHDnSoKGZm5uLhIQEODg4UMbLqVOnKqxXxN7rfLRYtpTGV/br2rWrUWmC169fQ61Wl1rul2U5DRs2TPCcsWPHQqFQIC0trWoE6Q4dOvBKU7IjwyW3kMb0o9u2bWt0PPnTTz+FjY1NhbgBlwTrClMaFbOygN0eGbMeKgl2crMixnZZlocxKiA7xs9X02PNfUsuIBkZGXB2dkaLFi04O4Zz586BEMIZqWWRnJzMawhraTAMgy1btsDKygru7u6cQZxnz56hWbNmnMZyVlYW9Tvs3Lkz5X9nZGTQx9u3b29QC75y5Qo0Gg1EIhEmTZok6N2YlJRERZ6aN2+OEydOCO64WBsrQsxzA9q/fz+cnJwgk8mwcuVKg0Cbnp6Ozz77DFKpFLa2tti4caPB+2ZlZWHZsmVwc3Oj11aSQ19e6PV6Sn/kc2HRarVQKpW8k7dsj8SYq1NcXBxEIhFHxdMURowYAbVaLbjDYYfD4uPjq0aQ7tWrF28jMDExEYRwxzpZwSQ+ycoJEyZArVYL3oRscBLiVVoSLOeyZs2aFZZN63Q6BAcHIzQ0tFSZCCsEJMSTLQ9ycnJoXVIIL168gFQq5f1xpKenw9HREW3btuV8JpaixFcqSUhI4Iz6loROp6uUv/3ff/+NHj168LIxCgsLsXnzZoPGIPA/jQ65XA4PDw+aIbPlD6VSCScnJwOKY05ODs1oAwMDBctXrGiSj48PCCHw9fVFfHw8Z5FOTEyEj48P7OzsONKyQnj9+jUN7FFRURx2xt27d+ki0apVK06D8v3791i7di08PT1BCEGbNm1w9OhRQfNZc3Hz5k00bdqUlnz4foP5+fmCQ3BJSUkghGDr1q2C78EmjEIUSSEkJibCxsYGjRo1Evyc/fv3h1QqxfHjxz98kI6NjeXlDmZnZ6NatWq8hpH29va8TAZ20kyom//s2TOIRCKLTdqZAmueW1F83gMHDpQpW58+fTpkMlmFbTEbNmxosqzUr18/2Nra8pYoWM53yQlRhmHQrl07WFtbG62zCi3Sn3/+OaytrQUpUBWB7Oxs9OjRgzeTS0lJgbe3N7Zs2UL/Fjdu3EBwcDBEIhFmzZpFg8u9e/fQsGFDEEIwfPhwg+/t1KlT8PPzAyFFk41C7Jq8vDzs3bsXkZGREIvFlM/9zTff4OLFi/Dw8ICzs3Opy2As95qtoxfnVLPHt2zZAnt7eygUCixcuJBTV87Ly8OqVatoZm1nZ4ehQ4fip59+KlWSk5OTQxv3zs7O2Llzp+B9fvv2bRDCLyeRnZ0NQoxrdeTk5AjOeZgCW4YpOWnL4t27d/D29kZQUNCHD9JlQWhoKC9XmmV4GGt+REREIDAwsFKGTRiGQUREhEUclfleu3HjxggICCh1rXXYsGGCDuuWwPjx46FWq41eF/u34rO6KigoQGBgIGrVqsV5jaSkJKhUKnTq1In3b7ho0SJER0fzHktOToatrS1atmxZKSUvoCjbcnFxgZWVFdatW2dwXc+fP6f2VX369KE7m5ycHOoi3rhxY5rxFhQUYMaMGRCJRAgICDBoKmZnZ2P8+PEghMDPz88kT//Zs2f44osvqMksS5MTMmc197MGBgZCLBYjISGB8x2npqbS8k1QUBD27NnDWVALCgpw/PhxDBkyBLa2tiCEwNHREbGxsfj555/x/PlzwfvqxIkTqF69OggpmuI0xblmkxy+/hbDMLCysjLpEuPj41NmQ2e2zyLkXP7HH39QQa5/XZDu2bMnr9pbZmYmCCkSWBfCt99+C0JIqayJyoPr169DJBJh8uTJFn3dU6dOlXkgJSoqCvXr17fo9RTH3r17TTYmGYZBWFgYatSowRtQ2UyDTzyHzbT5MiBWr6GkTyILtuRVkebEJZGamoqOHTuCEIIuXboYNNJ0Oh0WL14MiUQCHx8fAxrlvn374ODgALVabaB89+eff6J69eoQi8WIi4sz2DKfOXMGQUFBIIQgNjbW5BAQwzC4fPkyZs+eXSbz2JLIysqio+etW7fmZT8cO3aMMkRq166NAwcO8N4D+fn5OHLkCAYMGABra2u6mIjFYri7uyM0NBRdunRBbGwsHbGvUaOG2awlVsRLSKjKy8vLpHtRZGQkQkNDzXq/ktBqtYiIiICVlZVgeWnr1q0fPkj/+OOP6Nu3L+/qOG3aNF7NY9aolm9b6+vra7Tjmp6eDrlczjFHrUiMGDECMpmMI7FaHnTo0AFubm68bsem0KRJE14ZUEuBtfEyVebZuXMnCOHKRgJFwaNly5ZwdXXlCA3pdDqEh4fD0dGR0xDU6/WIjIyEUqnktXRiDWjlcnmpmq3lBVsSUCgUvJTTixcvwt/fH4MGDTJ4/OnTp4iIiAAhRaJLLPU0KyuLCh6FhIQYsBfy8vIoRczT09Mkrc7YNU+cOFHwb2Tsedu2bYOdnR0VXSpZe9Xr9fj+++8RHBwMQorGy40pxOXl5eHEiRNYv3494uPjMWIZCFP+AAAgAElEQVTECHTu3Bn169eHm5sbbG1tkZCQUKpadkxMDLy9vQWPh4aGGjXFBYrmNpRKZZkNDF69eoVq1arB39+ft0xVJRqHrCA834rfs2dPjlMB8D+1Ob7X69KlC2rXrm30i+nRowfc3d0rbcubmpoKGxsbi22z2SzamKKWMfj4+FjEhFYIDMPA09PT5DYwPz8fbm5uHNlIFqymBx9f9c6dO1AoFOjYsSPnB/LixQs4OzsjODiYt8z05s0bNG3a9IOoFf7zzz+UDfDmzRuDLC4zM5OOkd+9e5eWOVjanUwmg7u7u4GuxLFjx+hodnx8vEGQunz5MurUqUN5yaVlIbx8+ZJmr2Xxw3z58iWlJRY3vy0OrVaLHTt2wN/fn14n3+JqSWi1WsTFxYEQYtSdKCQkBB06dDD6WuyuzphBsimwQ2B8iWOVCNLssAGfMNDYsWPh4ODAeZz1JeOjx8yYMQNSqdToispKElp6mMMY2KyxLE2G4tBqtahbty6qV69uUlxG6Pmm2BeWQM+ePeHv72/yPHaRLtlsYjFmzBiIxWLewQd2seaTqvzzzz+hUqkEhXJKmsl+CERHRyMgIIB3UjQiIgJqtRrr1q2ji9CNGzdomWDEiBE0sXnz5g0GDRpEywfFS3kFBQVYunQpVCoVlEolFi5cWKps8/nz57h7926Z7jUWhw8fhr29Pezs7AQFuNjrVKvVlOVx4MABi3PbX7x4QZ1lRo0aJfi3f/36tVm/V3a4rrxMKbafULKXUCWCNDuBY4wzW/KLZOkxfFNkbAA2Vg/Nzs6GlZWV2VoXlgArZSmRSKi2blnATmKWlvbD4vHjx4LfnSVhrtFCbm4uXF1dBbPpjIwMeHp6olatWpz7gGEYGpz45ADMyW7i4uLQokWLcgVqhmEwd+5cLFy4sFTc89OnT8PPzw8ikQgTJ0402O4+ffoUHTp0ACFFehlsFpyfn4+4uDiIxWJUq1bNYBE6fvw4vLy8IBKJMGHCBIMyUUpKCnr27EnpeuZI2loSSUlJ1P1l0qRJglODr169wuLFi+Ht7Q1CCLy8vJCQkGARnvupU6fg5uYGlUpl0q+Q7auYUrtbtmwZCCHlchMHin4HwcHB8PLyMgj4VSJIszQ1vqDKUupKyh1qtVrBEW9WPMgYvxGo/JIHUBRwqlevDj8/P7NNRYsjLS0Njo6O5dKiYEslFa3Sd/bsWZNMGxamsmlWf4Gv056Xl4ewsDDY2NgIbpMPHDgguHP44YcfQEjRmHVZ7wWtVku1OAghCAsLw/Lly02OYwNFCQP73ICAAAMeN8tvtrGxgVqtNggYly9fRu3atUFIkUsLOyKemZmJsWPHQiQSwcvLi7N4/fzzz1RKNDo6utQlkPIgPz+fZox169Y1Ko6k1Wpx6NAhqmstk8nQv39/7N69G48fPy7V/a/X67Fo0SI6mm+O1vjw4cNhb29v8p5gZQksMQtx6dIlSCQSg75ElQjSp0+fhru7O+929tSpU2jSpAlvll2jRg10796d87her4ednZ1JZ94PUfIAiqbjJBJJqWrCDMNg165d8PT0hFQq5UyylQbsQIglOvnGkJeXB6lUiri4OJPn5ubmws3NDREREYLnjB49GiKRiDeQp6SkwNXVFUFBQbzbzrFjxxptZLJb1nHjxpWLmpmSkoIvv/ySGrgWr+Oa2rafPn0azZo146WNPXnyBGPGjDEwEgCKgt6cOXMglUrh5uZmMIV7/vx5Wo/u1auXgf9kfn4+lixZApVKBSsrKyxYsKBSSz6HDx+mNej27dubHJy5d+8eJkyYADs7O7oQenh4oGfPnvjyyy9x/vx5vH//Hjk5ObQ8c+nSJfz66684cOAAOnfuDEII+vXrZ5blmFarhaurq6BwV3HMnTsXhBCLUXpZPXJ2p1wlgnRZ8fHHH/M2FQGgU6dOvFOMxcGWPIRGiSsS8+fPByEE3bt3x++//260M3zjxg00b96cZmhlERsvjjlz5kAkEpVKpKasaNSoEVq3bm3WuWwDpriecnFkZ2fD398ffn5+vM3AM2fOQCqVIjIykvPZdDodunXrBpFIJGiNNGXKFJP0TT7MmDGDlyaYmJhI2TxXr16Fr6+vUUOE4tBqtejTpw9vzyUjIwO1atUyGLO+ceMG9Ufs1asXFSUrKCjAokWLoFAoYGdnh3Xr1hlkhikpKejduzfN4nft2lWh+ibFkZ+fj1WrVsHR0REikQhjx441WSvXarW4du0a1q1bhwEDBtBAb+o/uVyO9evXmx1IN2/eDEL4DW5LIi4uDlKp1KzXNQeFhYVo2LAhnJyc8Pz58393kGan5vhuKpb/aIrM3r17d1SrVq3M9JmyQqvVYvr06VRkJjAwEMuWLTOo32ZmZmLSpEl0cqqkI3NZ0bNnTwQEBJT7dczB6NGj4eDgYNaPIz8/H76+vqhfv77g52T1htu2bcu7vWQ58H369OFsU3Nzc9G8eXNIJBIDwX0Wer0ew4cPL3WtPz4+HoTw+3SyuHbtGkJCQkAIwccff2xS0/zx48cICAgAIUVi/8VLYy9evEDbtm0pD5ndZWq1WixevJg3ID948IA+JzQ0lLN7/PXXX2lD0t/fH5s3by73WLa5SE9Px4QJE2gSUrK0aQqpqak4ePAg5s+fj2XLlmHjxo3Ys2cPjh07hjNnzuDvv/82y0gAKNqxsroyrVq1MquE0blzZ6NuK2XB3bt3oVKp0KZNGzx58uTDB+m0tDR07dqVlyPJDjzwjWay2rJ8YuVnzpwRbCYVB8u4KG92Wlbk5eXhu+++Q4sWLWjdLSYmBqtXr4aHhwdEIhFGjx4tKElZFgQEBAh6QVoarNGCOZZeALBnzx4QQrBjxw7Bc9hhlE8++YQ3+LO6JMOHD+cE+6ysLDRv3hzTpk0zeS03btwwa3HR6XTo0KEDZDIZ1QDmQ2FhIZYuXQqlUglra2te/ZHiyMnJwaRJk2htuXiDsOSY9eLFi2lAvnfvHtXKCAsLo1xwhmGwd+9e2pDr1auXwXi8Xq/HkSNHaHPPy8sLq1evFhRusjQOHToEW1tbODo64ttvv610xo1Wq8Unn3wCQgj69u1r1vsXFhbC2tqad5ajvGBNTOLi4j58kH7z5g0IEVbd8vT0xPDhwzmPsxzaQ4cOcY69f/8ecrkcU6dONfpFvHv3DlKp9IMYx5bE7du3MWnSJJpdN2zY0KjeblnATmQuXLjQoq8rBLZJae4ghF6vR6NGjVCtWjWjwYEdp/366695j7PZ7cSJEzmB9v379/QxoY78tWvXIJFIeJ/Ph3fv3iEgIABubm4md4tJSUmIjIwUdLguiYsXL6J27dqoWbMmZ9eYmpqK3r17c8SoGIbBnj174O7uTksJbK0+NzcX8+fPh0qlgkKhwIwZMwxYIAzD4Oeff6Z61K6urvjiiy94ncstjcTERLpIuLi4ID4+3qCWXlHIzs5Gly5dQAjB9OnTzd6xstIGQiW08oBhGPTr1w9yufzDB+n8/HwQQrB48WLei23UqBEiIyM5j2dlZRmtITZv3hxNmzY1+WW0b9++0rQ8zEFeXh4uX75cIawTVv61pHBRRYHlmq5cudLs57Cu58YWErbGLBaLed1Qik/KxcXF8f5tHz58CE9PT2zbto33+ZMmTaJcWnN+tLdu3YK1tTWvOiPf67N/30OHDuHTTz/lmFgUR0FBAWVhZGVlYd++fQafiV3QUlJSMH36dLr4ZGRkYPz48RCLxXBzczPwP3z69KlJa6szZ84gMjIShBA4OTnhiy++MKvxVh4wDIPff/+d9hBkMhkGDhzIq69hCbx48QINGjSAWCwutcTC4sWLyz3IYgyZmZmoW7fuhw/SACCTyTBjxgzeYx9//LGgC7iXl5cgSyIuLg4ymczkdo0diCgPY+LfgtKWHywBFxcXjBgxolTPiY6OhrW1tVFubFZWFkJCQmBnZ8crCqTX6+n2ddasWZxAnZubS11O+H6cDMNg5syZlOJmTkOttPVUoKh/IpFIYG9vj1WrVpmsg7L8886dO3Pejx0M8/X1NaA+XrlyhWaorVu3xt9//02PFbe2Cg0N5aVmXrp0CZ06dTII1pWVWU+cOJHqdjRv3hzLli3D5cuXy51UFRQU4Oeff4aPjw/UarXg0JMxtGvXDnXq1CnXdZhCSkqK5YK0RqNRaTSafRqN5k+NRnNJo9FEwcwg7eDgIMiy+PTTT+Ho6Mh7rEOHDmjQoAHvsWPHjoEQIuhcweLFixfU/PP/dQwaNAiurq6Vumto2bIlWrVqVarn3L9/H1Kp1KTrRXJyMtzc3ODh4SEYqEeNGgVCCMaOHcvZnbx//55uc+fOncv7vbADVaUx7f37778xbdo0s7fNt27dooMr9evXNzBzLQnWx1CtVkOtVuOrr74y+Fxnzpyh/OmPP/6YcrV1Oh02btwIJycniMVijBkzhmbver0eu3fvhq+vLwgpckvhK7VdvHiRCkXZ2dlh2rRpZhnelhcZGRlYtWqVgWKfr68vpk6dir/++svs+zk5ORkbN25EdHQ0bGxs6C6iLFn67du3IZfLjVpsWQIWZXdoNJoYjUYz7f/+7avRaB7AzCDdsmVLwWGDHTt2oFevXrzb/8mTJ0OpVPIeS09PN+rMWxzh4eFlVrL6t0Cv18PV1bXMsoplRceOHdG4ceNSP4+lKRa3muLD7du34e7uDhcXF14tDr1eT2vYH3/8MWdnVVBQgKFDh4IQwuvuDRS5zbCBwJzAyw449O/f3+whB4ZhcPDgQXh4eHCMLvjw5MkTmt2WNE8oLCzEsmXLoFKpMGbMGINjb9++xfjx42n2vnr1anqN79+/x8qVK+Hs7AxCiKAO9qVLl9C7d2+IxWJIJBJ0794dP/30U6UMhr18+RI7duxA586dIZVKKX1w8uTJWLBgARISEpCQkICFCxdi0aJFWLx4MSZOnIgaNWoYBPjRo0fj0KFDZSrfFBQUoEGDBnB2duZ4sFoaFUbB02g0LTQazSmYGaTLCnYwQ2gUNzQ01OiABAt2C1mZYvCVjb/++guE8Mt7ViS6du1apgVQq9WicePGcHR0NFmeuX//Pry8vODg4CCobLd27VqIRCI0adKEU0NkJ/tMjfbeu3cPtWvXNivzWrJkCQgpkiYtje5FVlYWXRC2bNmCH374QTBTZIec2MGkt2/fGnDEHz9+TJlBN27cMGCf3Lp1i07z1apVy6C5m5mZiXnz5sHGxgZisRhDhgzh/W0kJSXh888/p0Hd19cXCxYsqJTsGij6vN9++y3at28PiUQiyJNWKBSIjIzEqlWrcPfu3XLvJGfPng1CiNm89/KgQoK0RqM5r9FoUjQaTQgsGKT5vlhjDA+gSEbQysrKJOfz4cOHpW5w/duwYMECiESiCmtyCKFHjx4mVQmFcP/+fSiVSkGB/+JISkqCn58fbG1tBalwhw4dgpWVFQIDAwUX9qysLPTq1YtXVvbWrVvw8fGBSqUSvOeKY8OGDRCJRGjVqlWpZQBYqVaWSvf777+bfE63bt1Qu3ZtXm0YVm952LBhlDHBMIzB9F/nzp0NejNpaWmYMmUKFAoFpFIpPvnkE97fcEFBAfbt20eDvlgsRrdu3XD8+PFKm0HQ6/XQarXQarUoLCxEQUEB8vPzkZ+fb9EBHVaqYujQoRZ7TWOoyEy6vkajuanRaEQwI0jHxcUJuuempKTA2dmZ173AlH3NoUOHQAjhVRkribp166Jly5Ymz/u3Ijw8HI0aNar0942JiYFGoynz89euXWuUblccT58+RVBQENRqtaCp6fnz5+Hk5ARnZ2feYHbjxg04OTnB0dGRVzIgNTUVjRs3hkgkwpdffmly8di7dy+6detWJt6vTqfDjh07qDdhhw4djOpOHDt2jPKgBw8ebEBfy87OxtSpUyGTyWBtbY3FixfTa8rPz8fSpUthZ2cHsViM4cOHG2TDz549w6effgqZTAaFQoFJkyYJNnUfPnyIuLg4aoPl7++PFStWWNyZ6ENg69atEIlE6NixY6XxuC1dk26o0Wi8i/3/HY1G4wozgnTv3r15nVaAojqZsUDs7++PPn368B5jOdjm8ILnzp0LkUhUIQ7aHxpv376FWCzGnDlzKv29Bw0aBD8/vzI/n2EYdOnSBVKp1Cw36RcvXqBWrVqwsrLCjz/+yHvOgwcPEBgYCIVCgV27dnGOP3z4EMHBwZDJZLxqgbm5uejVq5fJwZvinwEo+sGVZTf5/v17rFixAk5OTkYHZoCiYDxjxgzI5XJYW1tzKIqJiYmCjuBv3rzB5MmTIZfLoVQqMXPmTIMdwOPHjzF8+HBIJBKoVCpMmzZNkDpYWFiIH374ge4GlEolhg8fjtOnT1f6hG95odfrsXr1aohEIrRv375SB20sHaQ/02g0X/3fv93+r+QhhhlBesSIEfDw8BC8UBcXF0HBpG7dugkGeKBIuLtdu3bGvgcARRmSSqXCgAEDTJ77bwNLzTLGGqgotGjRokyNw+JIT09HzZo1YW1tbZbt2evXr9GwYUOIRCIkJCTwBoW0tDQaQIqLF7F49+4d3b4vWbKE83z2h8vWm82pc3bq1AmOjo5mlUr4ULzpOWfOHOzZs0fwfRMTEw3U8Uo2ME+fPk0/8+nTpw0mdx8/fkwtsFxdXbFhwwaD5z948AADBgyASCSCWq3GhAkTjKrp3bhxA7GxsZRK5+3tjalTp+LKlStVZj5BCI8ePaI+lFFRUeXS1S4tcnNzsWjRIosGaaVGo9mj0Wj+q9Formg0mq7FjhkN0pMnT4ZKpRK82LCwMN6BFqDoZhWLxYJfnrl1aaBID0QkEv0/x5lu2rQp6tSpU+k/iKysLEilUkEOfGnw7Nkz+Pv7w97e3ixHlZycHBpoOnfuzDtaX1hYiM8//5zWfUsGGp1Oh4SEBJNynpmZmQgLCzOp+3H//n3q+P3JJ5+U+QdfUFBAuc3t27c3ufvTarVo1KgRJk+ezGEzMAyD2rVrQyaTYdKkSQaZ8eXLl+lC5u/vjx07dhgwOG7fvo3BgwdDKpVCLBYjJibGaFM1NzcXe/fupTsjlpkxY8YMs8fwKwt6vR5r1qyBSqWCra2tgcdkZbz3d999By8vL0il0qoxzMLSrYToSj179hQUMWEdf4VGqI8cOQJC+F1cSuLt27ewtbXllUD9t+LevXsghJg1CWdpsFx1S2lXP378GF5eXnBxceE1OC0JhmGwfv16yOVy+Pr6CjI/WN0IBwcHwRKJXq/HgAED8P3333OOPX/+nAbNiRMnGlUYLCgooAtDrVq1eC2lzIFOp8PXX38NGxsbKBQKzJ8/XzARycnJoXxxDw8PfPvttwbB9uXLlxgxYgTEYjFsbW2xaNEiynRhGAY//vgjQkNDQQhBcHAw9u7da7A7efr0KaZOnUrdvSMiInD8+HGjQY2PmREcHIz4+HizdLgrEpcuXUKzZs1ACEHHjh1NCmJZEufOnUPjxo2pNMTBgwerRpDetWsXwsPDBaeYtm/fLpiNscwMIRWy9PT0UtVj2QWjMk1KKxIzZsyAWCyucD4nH9hdjCVrePfv34ebmxs8PT3NDnCXL1+Gj4+PUcnKhw8fon79+nSUvCQjID09HeHh4XQwpmRALCgooKPkjRs3Njl9+PPPP6NFixZlMn8ojufPnyMmJgZKpdIkhfTcuXNo2rQpCCkS3S95jbdu3aIskJL0Mr1ejwMHDtBBmbp16+LgwYMG32VGRgaWL1+OatWqgZAiK68dO3aY5Iq/fv0aGzduREREBEQiEeRyOT777DOjo/IVgZSUFDoq7+rqim3btlVa9pycnIyYmBgQQuDp6YkdO3ZAr9f/u6VKWej1etjY2Bi1wmrUqBFatGhh1utlZmbCyclJsLzyb4JOp4OXlxc6der0Qd6/Tp06ZvUDSoubN2/C0dER1atXN/ueevPmDR3+GDBgAC8nOi8vjzpwt27dmiPuU1hYiMmTJ9PyCF9Q3L9/P2xtbREVFWXymtgA8P79eyxbtqxc7h5swGUYBosXLxZcJBiGwb59+9CpUyf6fiWTo+K14s2bNxsEY51Ohz179lB3lwYNGuDQoUMGmXVBQQF27txJTQe8vb3x1VdfmWUxlZycjGHDhtGsPiEhocL1QrKzsxEfHw+lUskrOlWRKCgowIIFC6BQKKBUKjFnzhyOjdq/Jkjn5eUJZmTNmzdH8+bNBZ87ffp0SKVSs//Y7HCLqU56VcdPP/0EQgjvFr2icfv2bRBSdkdzU/jrr79gY2ODwMBAXk4zH/R6PRISEiASiaDRaHDhwgXe83bs2AGVSgVnZ2fegYWDBw/Czs4OtWrV4m1KJiYm0ns9LS3N5H3HugSFhISU2ynowYMHsLKyglKpxIYNG0xmgtnZ2ahWrRo+++wz3no1W8Zp2rQpzp49S49ptVps376d6l7Xq1ePk1kzDIPjx4/TuraDgwNmzZplll/h7du3KQvFwcEBU6dOrTCrr6ioKBBCEBMTU6l2YgUFBVQ/JiYmhresUmWC9LVr11CnTh1Bg1b2By8UbMaPHw+1Wi04lvrrr7+CEGK2iEpOTg6cnJzQrVs3s86vqmjbti08PT0rxYWlOBiGQbt27WBvb1+hwzPnz5+Hg4MDVCoV1q1bZ/bW9NSpU/D19YVYLMa0adN4F//bt29Tt5PBgwdzbLkePXpEg1ZhYaHg5+zWrRv8/PxM9kQOHjxIOc79+vUr19TekydP6I+/a9euRv8GWVlZGDNmDK1Xb9u2zWDh0Wq1+Pbbb+Hp6QlCityEiluvabVa7Ny5E4GBgVR75PDhw5y/xblz5xAdHQ2RSASFQoGRI0eatbhevHgRvXv3hkQigVgsxmeffWZRhkVaWhq9DyoTxU2UjZlCV5kgff36dRBCDDzaiiM7OxuECMuZskLwQkak79+/h5WVFSZMmCD4ZZQE610m9JpVHVevXgUhhNcwoaKxf/9+ECLsKWhJPHv2jMpptm/f3uzdWmZmJm2m1axZk7fxXFhYiDlz5kAikcDLy0vQ2mvu3LlwdnbmvX/PnDlDA9iECROMqjLm5uYiPj4eCoWi3CUqvV6PVatWQS6XIyQkxCQ3ubgaXsOGDTnDJzk5OVi4cCFsbW15+zVarRY7duygnzU0NJQ3WN+/fx+jRo2CQqGASCRCr169zNJNT0lJwejRo0EIQY0aNcyiYpoDVly/sumpM2bMMDr/waLKBOnk5GQQQrBlyxbBi3V1dUVsbCzvsX/++QeEEKPCNJGRkYKeiHxIS0uDUqkUnISs6ujfvz+sra15jVkrErm5ufD29kZISEil+eUxDIMNGzZApVLBzs4OO3fuNDur/vnnn+Hl5QWJRIKZM2fyMiQuX75MBXrGjh3Lqa3eunWLZt0DBw7kDXCsS3ZgYKBJt+pHjx5RW6xXr14ZSIuWFjdv3qRKkDqdzmgWqtfrsWvXLgwZMkTQGKF4rXbChAlISEgweIyvDPKf//yHs0ikpqZixowZ1Fw2IiICJ0+eNPl3++WXX+jfa/bs2eXeJXbp0gXVq1evVPrf+vXrQUiRVrmp960yQZp1DDFGE2vatCnatGnDe0yr1UKpVHLUwIpjxYoVIISUik4zbtw4yGSyShOMsRSSk5MhkUgwefLkSn/vqVOnghDC6+pd0Xj48CE17e3Ro4fZpZaMjAwMHz4chBDUqVOHl+ubl5dH2RuBgYEG9VmgKOueN28epFIpPD09ecsbp06dQnh4eKns0GJjYyGTyTB//vxyNRaBIu1qHx8f7Ny506ypv+TkZDg4OGDmzJnIyMgwOKbT6dCzZ08QQuDo6IjFixdzgvWOHTtog7FWrVrYvXs3pySZmZmJ5cuX03JK/fr1ObXtkkhPT6fKhfXq1SvzIpaZmQm5XF6pv5PDhw9DLBYjKirKrCSmygRpvV4PsViMWbNmCV5s//79Ub16dcHjzZo1M8rgYLNtY9l6SSQlJUEikeDzzz83+zlVAZMmTYJUKq1UfidQVCMWi8WC06GVAZ1Oh6VLl0Iul8PV1RXfffed2WPIx48fh6enJyQSCWbNmsVbq/7jjz9QvXp1iEQifP7555zyxdWrVxEaGiq4fWaDj1arxYABA0w2p9+8eUOHcurXr89ZHEqD06dPIywsjAY3ocYpixcvXmDgwIE0EH/55ZecheLy5ctUk9vJyQknTpwwOM6yQVjqXlBQEGcoBijSD9myZQsN6k2bNjXZRD1y5Ajc3Nwgk8mwaNGiUkul7t27F4SQcn2npcHly5ehVCrRuHFjs5guQBUK0kCRA4sxx+Vjx44J+iACRVsvlUoluDoxDANPT0/07t1b8DX40LdvX9jY2HAyiaqKZ8+ewcrKCoMHD67U983NzUVQUBB8fHzKzf21BG7evEndSBo1amR2Zv/u3TsMGTKETsOdPHmSc05WVhatZ1evXp0TmIpngZ9//jl2797NyQwTExNpo3DgwIEmd2uHDx+Gh4dHuWv9er0ee/fuha+vLxQKhWAfqDiuXLlCxf5DQkJ4F69Lly4hOjqafo53794ZfGaWZ81y0WvXro0DBw5wvpeSjcpOnToZnTBNS0tDnz59QEiRLGxp7j1WLoHvb1wRiImJgbOzM169emX2c65fv151gnR5sXv3bhBCcP36dcFzRowYATs7u1JtGz9kA64sGDlyJGQyWaVrY7OeguZIalYW9Ho9duzYQYcrunfvbjZd77fffqNZXe/evXmD6OnTp2mtunfv3hzd67y8PLpQtGnThjMlmZ2djZkzZ0KhUEClUmHBggVG5Qtyc3Px5Zdf0ve5evWqICPKFN68eYOOHTuWypXkyJEjBg5GQvVthmHQunVrhIeHc0Sx9Ho99u3bR7+3Bg0a4MSJE5xgnZeXh6VLl8Le3h4ikQgDBgwwek9v3LgREokEderUMZtGl5+fD41Gg4CAgArX5GAYBm5ubqXSBrp06Sd0nVgAACAASURBVBLs7Oz+PUFap9MhMTFRcBV69OgRCOH3q2PBjpCXdky5bdu2cHV1rfQJqNLi3r17kEgkpWKxWAKnT5+mTbWqiNzcXCQkJECtVlONCnPqwvn5+UhISICVlRWsra2xatUqzk6NPUehUMDGxoZzjk6nw9q1a2FnZweZTIaZM2dySiRJSUno1asXateuXapma/fu3UFIkYRpWYM1i3379pmlb8Pi/PnzcHV1xfbt2znlJL1ej2+++YZmw+3ateOwMdgGY/Xq1UFIkX8hn8rhu3fvMH36dFhZWUEmkyE+Pl6wWfjrr7/C3t4eLi4uZs84/PbbbyCEVLhC5N27d41ORpfEvXv34OTkBD8/v6oTpEeMGIG2bdsKHn/79q3R5iLDMHBxcTEqxp2bmwsbG5tSC3Zfv34dMpkMPXr0qFIiMCXRs2dPWFtbl2o7VV5kZ2fDz88PAQEBZtfZPhRSU1MxcuRIiMVi2NvbY968eWaxXx49ekSnFevVq8erT/7w4UODkkDJIPHy5UsMHjwYNjY2gk4zbOMtMzMT0dHRJrPcnJwcLF++HC4uLjRYX7x40eTnKQnWPEOj0XBKN0K4desWHTEPCQnBjz/+yJsNr1ixgjq37Nu3j/M6BQUF2LBhg0FA5/vcz549o/XxkJAQXLt2jfe67t27h8DAQMjlcrNdiPr37w+5XE4ZNRUB1gTaHCmDZ8+ewcfHB66urjh79mzVCdIDBw40qTvs5ORktCnVtWtXo7KlADB8+HBYW1uXOqAsW7YMhBBs27atVM+rLFy8eBGEELM8HS2JMWPGQCQSmWWsUFVw8+ZNOs1ma2uL+Ph4k5k1wzDYv3+/QR255Ng4wzA4cOAAvLy8QAjB8OHDObsvdtqOYRjMmjWLdwt/8eJFuLi4QCQSITY21uSiWzxYL1++3JyvgIOffvqJlneioqLM0lXX6/XYs2cPpdt16dKFN4nJysrC0qVL6W/u7NmznLJTXl4eVq5cST93cQeZ4jh69Cjc3d0hlUoxZ84c3qz6zZs3VF505syZJhvHqampsLOzQ9u2bSssCevWrRv8/f1Nnvfu3TvUqVMHNjY2uHr1atVqHE6YMAG2trZGP0B4eDg++ugjweOLFi0CIcSoCwS7NS+t159Op8NHH30Ea2vrD67SxYd27drBxcWl0jQHAODPP/8EIeSDUP0sgevXr6NHjx4ghMDGxgbTpk0zKUSVk5ODWbNmQS6Xw8bGBl988QWnkZadnY1p06ZBKpXCwcEBa9as4fRB7ty5A7VaDSsrK8yYMYPTmM7IyMCUKVMglUpha2uLuXPnmgw2OTk5tLa6e/dutGrVCl9//bVJj0gWBQUFWL58OVQqFezt7c2u3xcWFmLTpk3YsGEDgKIFSOg+ZBgG9evXpxTRkqPomZmZBg4ya9as4Xzut2/f0mm9+vXrG2hhF/8srA5Lnz59TPKp161bB0LMM3EoLVh9odGjR5s8t3v37pDL5bS3U6WC9IIFC0CIsFwpAAwbNgzu7u6Cx//44w+T4996vR7Vq1cvk/DP48ePoVQq0aNHj1I/tyLBTmxWlE4GHxiGQdOmTVGtWjWjU3T/Bty8eRMxMTEQi8VQKBT45JNPTDZeHzx4gK5du1KGB59h7K1bt9C2bVsQUiTDeeTIEYNznj59Sul1jo6OWLlyJSeY3L17F9HR0QYTiOYMcHzzzTeU9iYSidCiRQusXLnSYKSbDwzD4MWLF7hw4UKZhY22b9+OatWqCU5ovnz5krJjvL29cfToUc45iYmJdJK0WbNmvJO/R44cgbOzM1QqFbZu3cr5/hmGoTvgnj17Gq3363Q6NG/eHHZ2dhanrhYWFoIQ0w5RhYWFnMnoKhWk2Skcvi0OC1b4SGhrmpeXB5lMZnIOn7XKKktGzLpAHz9+vNTPrSgMGTIEKpWqUn3kDh8+DEIINm/eXGnvWdFITEzEqFGjIJfLIZFIMGjQIJOyAL/99htCQkJACEGTJk04zS+GYXDkyBEEBweDEIKPPvqIU3O9du0aOnToAB8fH0ERMTYwJyUlwdXVFQsXLjRr13Tnzh0kJCTQaySE0N+HXq+n5RiGYTB37lyMHz++3Fv+q1ev0s/br18/wUz+7NmzdCEpafPFXtOOHTvg6OgIuVyOhQsXcpK458+fIyIiAoQQjBs3jpcrvXLlSnotxrjUDx8+hFqtRtu2bS1q8VVQUGBWkGZ7A8Vr91UqSJ85c4a3zlccDx48wIEDB4xmbuHh4QgPDzf6ZSQlJZk1N8+HgoIC1KxZE35+fpVqpSOE1NRUyOXySmVW6HQ61K5dGxqNptJGvysTz549o25BIpEIPXr0MNrE0+l02LJlC6X6dezYkUMFLSwsxLp162gTbeDAgZwkga09v3//Hl26dOGlpiUmJtIM3tnZGStWrDD7Pnz48CHWrl1L+wc3btyASCRCgwYNaNY6dOjQUg+F8CEvLw9z5syBQqGAtbU1tm7dynteQUGBgajTP//8w3n/ly9fUi50eHg4R4ZVp9NRI4WoqCjeHcAXX3wBQgiGDBliNABv3rwZhBCsXr26tB9ZEGyQXrRokdHzvvrqKxBCDOJklQrSlsL06dMhk8lM3rgfffQRAgICypQ1sGWV2bNnl/UyLYb4+HiIRCKz64eWwM6dO0EIwQ8//FBp7/khkJaWhtmzZ1N9icjISKPTaXl5eVi+fDkcHBxACEH//v053fyMjAzExcVBoVBAoVAgLi6OU4++e/cu/P39QUiRrjXfZOClS5eo0p2vr2+ZjBWePXuGhQsX4qOPPoKdnR3mzJlj8cbZw4cPERUVhcOHDwMw7gWZlpYGOzs7NG7cmNfC7vvvv4etrS3s7e15h3DWrVsHsViMBg0a8CZ7bEk1NjZWMFCzxsdWVlZmuf+Yg/z8fLOCdJ8+feDj42PwWJUM0qZukrNnzxrlQLKWTaacpVnlvLKyEgYOHAiZTMbbtKgs5OXlwdnZGV27dq209ywoKICfnx9CQ0P/da7PZUVGRgYWL15MqW5t2rQxOsGYnp6OGTNmQKlUQiaTYdy4cRwN5SdPnlBKmZOTE1atWmXAUy4oKMDatWvh6upKB3H4pulOnz6NVatW0f8/efJkpUvTmgP2dz1//nzExMTwMlYYhsGePXvg7OwMmUyGefPmcXZqjx49ogNCn376KYfbfezYMajVanh7e/MG+lmzZtHnCsWa1NRUODk5oW7duhZpxLNBWkjFk4WXlxf69u1r8FiVCtJpaWlQqVT4+uuvjX6Q0NBQdOjQQfA4a5cVHx9v9HWys7NhbW1das40i5cvX8LOzg6RkZEfjDv9ww8/lGk4pzzYs2ePyebs/6vIzc3FihUr4ObmBla5zZhO9PPnzzF69GhIJBKoVCrMmjWLw8u+cuUKbS56e3tj8+bNBnXX7OxszJ8/H+3bt6f3mdBQFTsd6+Hhgfj4+ErZuZYWS5YsgUKhQFBQkOBk4OvXr9GvXz9K6+OzKmPLGx06dODQaa9duwYPDw+4uLhwkiiGYehzV6xYIXidv/zyCyQSCXr16lXu37dWq4VMJjPKgmID+dy5cw0er1JBWqfTQSQSmQyuQ4YMMcrwAIrElsLCwoyeAxQpjKlUqjJrTbANCSHz0opG//794ezsbJEaorlo3749fH19/3+TRfMhNzcXq1atgru7Oy1JGNu5PXjwAH379gUhRS4jS5cuNeirMAyDX3/9leo5BwQE4LvvvjP4u7KB4vXr17C2tkb37t05OswMw+DEiRPo0qULRCIRJBIJoqOjK11oyxTOnTsHe3t7eHh4GFWw27Bhg9GMd8uWLRCLxQgPD+c0ze/fvw9XV1d4eXlxatgMw6Bnz54Qi8WCDBTgf7MRK1euLMWn40dERARCQkKMnuPp6YkhQ4YYPFalgjQAuLi4mFRQYyVHjRH82dqTqSEAdgBk06ZNRs8TQkFBAYKDg+Hr61vpokKFhYWwt7cv806gLEhJSYFIJKqQEdr379/j+fPnePfuHd6/f1+lJztZ5OXl4auvvqLBOjw8HPv37xdcNK9du0YnFz08PLBhwwaDrJl15q5Xrx4IKTIjKCnvmZGRgTlz5sDe3p5O6P3++++c7yspKQlxcXEICAigjbTr169XKgPIGP755x94enrC2dnZrN/OnTt3eMsXBw4coMYGJaVpb9y4AXt7ewQGBnKOZWdno3bt2nB0dBSkWzIMg+joaEil0nIr5bGNS2Oc9TZt2qBJkyYGj1W5IF2nTh1ER0cbPYedtTe2xf/rr7/MGlhhGAZ169Y1K+sWAivPWXIFrGj8/vvvIITg0KFDlfae7LCQuS7d5iAnJwdLly6Fk5MTpYix3F6VSgUnJyd4e3sjNja2ymWELPLy8rBmzRr4+fmBEAJ/f3+sWbNGkGd85swZqnsdEBCAbdu2GQRrVoSINXINCgrC9u3bDc7JzMzEsmXL6AIhNNLMBm+GYVCnTh2oVCp88sknVcJxKDk52SwVPoZh0KxZM9ja2vLuWH755RcolUrUq1ePswidO3cOVlZWaNasGae5mpiYCDs7O9SvX1+QMZaRkYHAwEB4enqa5c0ohPPnz4MQwssJZzF27FjY2tpyuPRVKki3bdvWJH3u9evXJrcger0eLi4uZilOrV69GqbU80xh9uzZIIRg//79ZX6N0mLChAmwsrKqNL0MhmEQGBiI1q1bW+T18vLysGrVKtoYi4yMxPr167Fq1SosXrwYs2fPxpQpU/Dpp58iJiYGcrkcCoUCkydPrrJCVzqdDvv370d4eDgIIbC3t8f06dN5FfQYhsGxY8cQGhoKQgj8/PywefNmg6ZfSXlPvnPev39vwNmfMWMGtm/fzts8/PvvvzFixAgoFApaz60sLWVTOHDggFGt95SUFNSqVQsKhYK3vHjy5EnI5XI0adKE0+zbt28fCCHo27cvp0x37NgxiEQiDBw4UHD3duPGDVhZWSEiIqLMlNOMjAyTA2esvkdxZkqVC9KbNm0yS3vg8uXLJoPTwIEDzarXvn37FgqFolw848LCQoSFhcHJyalcq21p4Ofnh6ioqEp5L6AoIyGEYPv27eV6ncLCQgNBnTZt2pgVKJKTkzFs2DCIxWLY2NhgypQpZulLfCicP3+e1j1lMhlGjBjBuwNhSxwsY8Hb2xvr1683aJYxDIOjR48anLNmzRrObyA/P58GdC8vLyxZsoR3QXv9+jUWLlwIDw8P7NmzB0CRZkTJ2m1lgWEYdOvWDYQYt8B78+YNwsLCIJVK8dNPP3GOHz58GBKJhHcYhR1C4xsoYcujxhQ0t23bBkII5s+fX4pPZohq1aph4MCBgsdZw+xffvmFPlblgrQlwbIQzJEsHDhwIGxtbcs8BgsU1cxkMlmllD3S0tJAiHG7MUtj3rx5EIlE5TI/OH36NBXjEZKmNIXbt28jJiYGUqmUZoPl8QCsaDx69Ajjxo2DQqGARCLB0KFDeTntDMPg5MmTNAuvVq0aVq9ezWkwnjx5kpZKHB0dMXv2bIPEgG0esowRY8L+BQUFNDNka6ZhYWFYsmRJhSrCCV1LzZo1BS3yWGRmZqJ27dqCCQo7jMLqiLBgGAa9e/eGQqHgLJZ6vR4RERFwdHQ0qorYs2dP2Nralvk30K9fPzg6OgpKwmZmZsLW1ha9evWij1W5IM0wDNLT001uKf755x9Mnz7d6ORheno6pFKpWVbtbL2orA1EFqwDcEUrwrHCRnzZREWhffv2JrvTxnD37l3Y2toiKCgIx44dK3dj8MWLF1iwYAFcXV1hZWWFzZs3V+lm44sXLzBp0iRYWVlBLBZj4MCBvMMSLNOjRYsWlEM9d+5cTkZ87tw5REdHQyQSQaFQYOTIkRy62e3bt/Hpp5/Scsuff/6J7777jnfwJSkpCUuXLkXjxo1pX6B+/frl9lUsDcaPHw+VSmXyPZ88eSJ4DsMwaNOmDezs7DgDLc+ePYNarUa3bt04z7t27RpEIpHReHHlyhUQQrBs2TIzPg0XP/30EwghRuvws2bNgkgkwu3btwFUwSDNZr+mmhqHDh0CIcSk0Hm7du0QHBxs9Byg6A9br1491KtXr1w/9JycHPj4+KBu3boVOi69YcMGEEIqTY1Pp9PBxsYGY8aMKdPz09PTodFo4OLiYvFrfvXqFTp06ABCCAYMGFCu3VBlIDU1FZ9//jkdOe/bty/++usvznkMw+C///0vHQFXKpUYO3YsJwu8f/8+Ro8eTevM3bp1w59//sl7H7Pmrc7Ozpg6daqg2FJKSgpWr15t4O05bNgwzJgxA1evXq2wxZCtHZekFgohIyODN6Y8ePAACoUCffr04Rxjdwx8Cc6gQYOgUCiM3qNt2rRBtWrVyjQwpNPp4OHhwbtIsGDnRdiySJUL0uy4tSkLppSUFBBCTA6+rFmzBoQQs6YCv/nmGxBCzBY9FwK7gFiCWymE8ePHw9rautIyR1Zlb9euXaV+rk6nQ+fOnSGVSk0ai5YVer0eCxcuhFgsRnBwcJUuf7B49eoVpk+fDmtra0rf27t3L2+GePv2bQwfPhwymQxisRgxMTEcLZFXr15hzpw5lCUTGhqK7du3G2yt9Xo9fvnlF3Tv3h0SiQSEELPkM7VaLSIjI+lz/Pz8MHXqVF5KXHnw4sULDBkyBDdv3jR5rk6nQ3BwMDp06MD7O0hISAAhXCG0/Px8BAUFQaPRcAJtcnIyFAoFBg0aJPi+J0+eBCHmO6yUxNSpUyGVSo062U+ZMgVisRgPHz6sekH6/v37ZlPnXF1dTXKEk5OTzd6eFBQUoHr16mjQoEG5gh/DMOjcubNRB47yok2bNmjcuHGFvDYf1q5dC0KI2d5xxcGWgNavX2/5CyuBP/74A+7u7rCyssI333xTpcsfLDIzM7F69WoEBgaCEAJPT08kJCTw/oifPXuGadOmwdbWFoQQtGrVCocOHTJojufm5mLTpk2oVasWCCFwdXXFnDlzODrZz549w7x58/Dtt98CKGLbJCQkGG0epqWlYcuWLejUqRNkMhlNRN6+fYt9+/aZ1OK2NNgkjI9VlZ+fj5o1a8LX15fTYD1x4gQI4fctnTZtGkQikaDzC8MwaN68OWxsbMrUuL516xYIIfjqq68Ez3nx4gUUCgViY2OrXpDOzs42SVNh0blzZ9SqVcvkefXr1zdJ62PB6nn85z//Met8ITx69AgKhQL9+vUr1+sIwdvb2+hqb2kMGjQI7u7upQ56Z8+eBSEEI0eOrLSA+fLlS7Rr144yRz4UY6G00Ov1OH78OC3dKJVKjBs3jnfQIiMjAytWrICvry/lUW/YsMFAVIytbUdFRUEkEkEmk2HgwIG4cOEC79/i119/hUgkohOU33zzjdEmWnp6Om2gsWVKVuwpJiYGK1euxM2bN3H//n3BEhTDMHjy5AkOHjyIWbNmoVOnThg9erTZ94pWq0VwcDBatGjBe5zt3fC5q0dFRcHOzo6TTaenp8PBwQExMTGC7/vkyRM4ODgYLVsYQ6NGjeDl5WWUCTZ27FhIpVIcPHiwagVpALCzs8O4ceNMnrdgwQI4OzubVLtbuHAhCCFmDULodDrUqlULwcHB5a4px8fHV1gT0d7evlLNZhs3bmyy614Ser0ejRs3RrVq1Srd+1Cn02HdunWwtbWFo6MjTp48WeHv+eLFC7x48cIii9GdO3cwdOhQSKVSiMVi9O7dm2PkChQFqR9++IFS85ydnTFv3jxOFv7gwQNMmDABNjY2IKTII3Dt2rUclsLjx4+RkJBAbbQUCoVZrvNarRbnz5/HihUr0Lt3b2oxNmzYMBq8ra2todFo8NFHH9EJw8GDB9PjEokEdevWxZAhQ4yWAkqiYcOG6Nixo+BxT09P3nkJtizJxzCKjY2FjY2N0boz67xTFs7+tWvXoFKpEB4eLsj0SE9PR1BQENzd3atekF61apVZrAVzR4fZEoq5NeKDBw+CEGKUWG8OcnNz4eXlhSZNmlg8i5TL5YiLi7PoaxqDg4ODWbXL4ti9e7dFeNXlwYMHD1C3bl2IRCLMmzevwvRGkpOTaQnCyckJH330EcaPH49Nmzbh/PnzZVZSe/r0KaZNm0alUlu2bIkjR45wPgfDMDh9+jSioqJocB04cCDOnz9vcO9lZWVh06ZNaNCgAQghUKlUGD58OC5evGhwHsMwuHz5MubPn08fnzhxIoYMGYITJ06Y1TR7/vw57t69i++++w5Lly7FpEmT0KdPH7Rq1YqWZ44dO4Z169bhwoULZdZmd3NzQ2xsrODxjz/+GBqNhvN4VlaWoEHI0aNHOXzlkrh586Zglm4O/vOf/4AQgsGDBwvGhzt37sDBwaHqBemKQP369dG0aVOzzmUYBo0bN4a3t3eZNHqLY8uWLRYf3dZqtSCEYMGCBRZ7TWN48+YNCDGuGFYSeXl58Pb2RoMGDT64EFNubi7N2CIjIy0+rcgwDNq3bw+1Wo3ly5cjNjYWTZo0gVqtNhhzr1evHiZPnozjx4+XmoGSlZWFVatWwcfHB4QUuXqvX7+eN/jfuXMH48aNo1lz/fr1sWnTJs57XrlyBSNHjqTXGRISgjVr1uDNmze81zBx4kS6WDg4OGDEiBFG5VorC6mpqUaNQlgpA77STZs2bVCnTh3O47m5uZRNYwwhISFmxxU+zJs3D4QQowN8N27cqHpBOisrC7du3TL7Q5pDC2OnjcytT7L6IMV1essCrVaLGjVqoGbNmhZTqsvMzKzUQZYLFy7AlOZASSxevFhwK/khwDAMNm3aBLlcDh8fH7MpXubg22+/BSEE69atM3hcr9cjKSkJR44cwfz58xEREQG5XA5CCKRSKZo3b445c+bgv//9r9n3hlarxffff4+wsDBaQhg1ahRvkys7OxsbN26ktlm2trYYN24c57eVmZmJjRs30uxaLpejT58+OHnyJOe68vPzcfToUQwYMADW1ta05KbT6fDTTz8Jbt0/JH7++WdBxhgr1sYXF3r06AE3NzejZU9WJa+sk696vR69e/eGSCQSlP61eONQo9Es02g0FzQazV8ajaYHyhCkWeqMOVlsbGwsHBwcTGZrDx8+NLlilUS7du3MVugyhv3794MQgm3btpXrdVikpqZWGlsC+J8Li7kuFa9evYK1tbVJoazSICcnxyKL3F9//QVfX1/I5XKsXLmy3K/56tUr2NraolWrVmbtGHJzc/HLL79g+vTpCAsLo406d3d3TJ482WwBKYZhcPHiRQwbNgxKpRKEEDRq1Ai7d+/mBBWGYXDu3DkMGDCALhLNmjXDrl27OEH1+vXrmDBhAhwdHcGOlsfHx/MGsby8PJp1//e//wUhRY7r/fr1w969e402HS2FH3/8EXPnzuXVRmHB7gT5mBxsKZSPysuWPY31M54+fUpLaWVFbm4uGjRoABsbG17eukWDtEajidBoNCf+799OGo0mBWUI0mxQMGcsdevWrSCEmJV5h4WFITQ01OR5LFglPVP61qbAMAwaNmwIf39/i0xvVXaQZhuv5pZ+2GGBsloPpaam4sSJE1i0aBF69epFx8htbW3RsWNHLFy4EKdPny5zDfPt27dUJ6Jly5blUvR7/Pgx7Ozs4OjoyGukagrv3r3DDz/8gB49ekAqlUIqlWLw4MFm7ySBogbTmjVrUKNGDRBS5Fz+1Vdf8Y4uv379Gl9++SWCgoJACIGbmxvi4+M5VNH8/Hzs27cPkZGREIlEEIlEaN26NTZv3swrdZqfn4/jx48jNjaWutdIpVKEh4djxowZZSrxGMOrV68wfPhwEFKkYyJUogGKauNCjDGGYQTr0jk5OSDEtJtKvXr10KVLl9J/iGJITk6Gg4MDateuzUkKLR2kJRqNRv1//xZrNJq3Go1GglIG6TNnzphcwVg8evTI7OI9y6k0hyjPIiYmBiqVymjNyxywjQhLZNO5ubkghGDJkiXlfi1zMG7cONjZ2Zl9flhYWKk53DqdDpMnT6aym+x//v7+6NmzJ+bPn49PPvmEOksTQiCTyRAeHo5p06aVeqiCYRjs3LkTdnZ2UKvV2LhxY5mbuw8ePECdOnUgEomMcl9N4cmTJ5g0aRKtEUdFRQlODvJBr9fjyJEjaNasGQghUKvVGDNmDG/A1+v1OHnyJKXnSaVS9OnT5/9j773Dorja9/GzuyxNioBKERCELCpWFMWGoCgiRhDBimLDhooiBHsvsUWx94DYjdHEEmPvJZYQe6+IIoKhl92d+/cHvzMB3Z2ZXZZ8NO/3vq698r7Omdlhd/Y55zzP/dw3Tpw48dmO4OXLl5g9ezbr/q2vr4/g4GDs3btX5cStUChw6dIlTJkyBS1atGA1Vq5cuQKg1D0mOTkZ9+7d07jmI5fLsXLlSlStWpWVfOArylKVS1WfQ1ZWltp6C8MwkEgkmDRpEuf1O3fuXCGpY4oTJ05AIpGga9eu5XZ4lcaTlslkw2QyWXKZ/y84SL9+/RqEfC6QogoMw8De3h5hYWG8YzMyMqCnp1eu1ZUPT548gVQq5TUi4APDMPDw8ICLi0uFqX0Mw0BPT+9fY3eEhYUJaq0H/mkeUrW1VIeioiKEhoaCEIKQkBD88MMPOH36tNrtcmZmJg4ePIj4+Hi0atUKUqkUhBB06dIFZ86c0SjYvnr1ijVz9ff359w2cyEvLw8hISEgRLXKmib48OEDZs2axbqKOzk5YdKkSRpNRNeuXcPAgQPZVnFfX1/s27dP5bP35MkTTJgwgTURqFWrFqZPn/4Z9Y5hGFy/fh3jx49nJ1MzMzMMGjSIk/GRl5eH06dPs8epdRUhpZrhjo6OaN++Pbszunv3Ln766SesX78e8+bNQ0xMDLvSLSoqgqurK/z8/ATt1PLz82Fra4tWrVqpfC7u378PQtR30latWpWXDhwREQF7e3veexGC1atXgxBSbmVfKUFaJpMFyWSyqzKZzBxaBGmlFCotGgAAIABJREFUUgl9fX3ExcUJ+sPi4uIwYcIEQWODgoJgY2OjUaAcM2YMJBJJhUXSDxw4AEIIkpKSKnQdALCystJaR0NTtG3bVrCG9LJlyzQqpOTl5cHf319j9khZfPjwAbNnz2a32c2bN+d0R/kUDMNgzZo1MDY2RtWqVZGcnKzVqloul6N///4ghGDSpEkVpl3m5+cjMTGxXDt2gwYNsGDBAsGdnxkZGfj+++9ZVoi9vT1mzpyp8vzCwkLs3LkTnTp1YnPlPj4+SExM/IznrlAocPz4cQwcOJClHlKXoEOHDnFS9BQKBVJSUrBt2zbMnDkT4eHh8PPzY49Tb0P6MjY2Lifs9e7dO8Gf7cKFC0EIUStHcObMGRBC1FpoOTg48HY1x8fHQ19fX2c025EjR5aLE5VROPSXyWR/yGQyy0/+XSMKXnJyMm7cuKGTP7osaDFAE0/C9+/fw9TUVOvuIgqGYdC4cWN88803FV5N165dG3379q3QNYTim2++USlUowpt2rQRrJT38eNHtG7dGmKxmG1NrggKCgqwdu1aNoft6uqKdevWCa4DPH78mJUA7dGjh1Y2U0qlEsOGDQMhBGPHjtXZDzc9PR2rVq1iUxmElEq9rl69WhClUKFQ4MCBA/Dz82MDcPv27ZGcnKxSSfLVq1eYO3cu+1mamJggIiICx48fV8n4OHjwIAYMGMBS9MzNzTFgwAAcOHBA41z0/fv3kZKSgtevX2tddwD+6RzkanShRs7qUqD16tVDjx49ON+H+pzqypaspKQE7du3h76+Pi5duqTznLS5TCa7JZPJaqg4Vqk8aYZhBGm8lpSUoGbNmuVmbiGgxbADBw5oe4sA/pkktBEqKgsPDw8EBARU6BpCYW5ujjFjxvCOy8jIEFzpVigU8Pb2hlQqxZ49e3Rxm+WuvXfvXrYL75tvvvnM1JXr3IULF0JPTw82NjbYsmWLxjxvhmEQHR3NFib5lBo1xbNnzzBv3jw2P29gYIDY2FhkZmYKOv/FixeYPXs2ateuDUJKNamnT5+uMtgzDINz585h8ODB7IrZwcEBs2bNUpkaKioqwqFDhxAREcGmTwwMDNC5c2esWrVKK+0XbZCSksJOaOo0OIB/uoLVdTg2atSI93eWnJwsmOggFJmZmXBxcYGNjQ3++usvnQbpYTKZLE0mk50p83KEFkE6LS0NBw8eFLwSadGiBbp37y5oLOXwaqKUVlJSgoYNG8LOzq5CovdKpRLu7u5wd3evUJNHt27d4O7urvX5QqFUKkEIEWQ8e/DgQRBCBDU40G1oZXYjfmrq6ubmhh07dggK1tevX2eduz08PDRW76O8bGtraxBCEBQUpHMXGYZhkJKSgoiICIhEIpibm2PevHmCW/CVSiVOnz6N4OBgEFKqFTJ06FC1O9iCggLs3r2bzeFLJBIEBQXh8OHDKneGxcXFOHHiBMaPH8+KRxFCUL9+fUycOBG///671p2Y6pCVlYXRo0dDLBajWrVqnC4v165dg76+Pr799luVxzMzMyGRSDBlyhTO91yzZg0IIRUmF3yKW7duQV9fHwEBAV9eMwvwT0WWz+2bIjIyEqampoK2tpmZmTA2NtbYQeXatWsQi8UVLiJu27YNhBD88ssvWl8jOjoaxsbGlS5aRH3ZhOSLp06dColEwmnEAJSucqRSKUJDQ/8V0SXqE0hNXevWrYtdu3bxTpIMw2D79u2sDkVoaKggHYuyyMvLw9y5c2FqagoDAwPMnTtXKx1iPty+fZvVnbaxscGSJUsE/3aA0i7FIUOGsJzrFi1aIDExUW264cmTJ4iPj2frANWrV8fo0aM/a0Mvi4cPH2Lp0qXw9fVlC5oikQj169fH0KFDsXHjRty+fVtj7rpSqcTr16+xfv16VKtWDWKxGFFRUZw7i8zMTNSqVYuTvkd/p5SVog60a7AyzBGWLl0KPT29LzNIUylBoeJE+/btE7yKA0ppZVKpVOPZb8KECSCE4MyZMxqdVxZyuRzOzs4V0vRYvny5RpOYtqC63UK0czt27IjGjRtzjiksLET9+vVha2vLyW2tDFAHbirhWb9+fRw5coT3O8jPz8fs2bNhbGzMaqZoKhiVlpaGsLAwEELg7u5eaeavFy5cgLe3N8tT7tatG/bv3y94Yvj48SMSEhJYzrWlpSViYmJU2n0Bpavl/fv3IywsDIaGhiCkVGt68uTJrLOIKmRnZ+Po0aOYOXMmOnfuDAsLC3albWpqikaNGsHf3x8RERGIj4/HsmXLsHPnThw7dgyJiYmYPHkyQkND0bBhQxgbG5fL0/MZSiuVSnTt2hVSqZQzAPfs2RPW1ta8k/nIkSNhZWXFOUZbKJVKREREfJlBmnYIbtmyRdD4v//+W9DWhOLx48cQiUSYPHmyoPEU+fn5qF27NlxdXStU1KDOKtq2TVPeNd8sX1FQ7dvdu3dzjlMqlTA3N+fdZdAc4L9p+/UpFAoFduzYwRbF/Pz8kJKSwnteamoqy96wt7fH7t27NZ5kDx48yDIthg8fXmldeXfv3sV3333HUuWqVauG6Oho3gBGwTAMTp06hbCwMJbn3Lp1a6xbt05tgSw7OxtJSUnw9/eHWCxmJ8KpU6fi+vXrnJ8VwzB4+PAhtm7diqioKHTt2hXNmjWDg4MDS7Es+6Kry8DAQIwfPx5r164VzCmnEhFchiEFBQUwMTFBZGQk7/V69OiBunXr8o7TFl+cnjSFXC6HVCrViAvcpk0bNG3aVPD47t27w8LCQuNVEXX0jY+P1+i8sigsLISlpaUgfrcq3L59G4QQ7Ny5U+t7EALq/cgXVCnflEs5sKCgAJaWlggJCdH1bWqF4uJiLF++HJaWlhCJRBg0aJCg7sOLFy+iSZMmLP9YlfUVF3JzczF+/HiIxWK2OMmXItIWcrkchw8fRlhYGNsSTmVKhTKM0tLSsGDBAnYHoq+vj5CQEJw8eVJtUHz37h0SEhLg7e3NBmx7e3tERUXh4sWLGk1uDMMgMzMT9+7dw9mzZ/Ho0SOtUwtHjhxhnW247oEq1J04cYL3mm3atIGPj49W9yMEX2yQBoC6desiKChI8PjDhw9/ZpXDhYsXL4IQ7WyuBg0aBIlEUiGa4Lhx4yCVSjmFv9UhLy8PIpGoQvbyQkDFafjSTpTKxLUipcwWdZxUdSgqKsLMmTMRFhaGgIAAtG3bFh4eHpDJZLCzs4OlpSXatWuHWbNm4fz58xrnfLOyshAbGwt9fX2IxWL07duXt6isUCiwZs0aVuPCz88Pp06d0ij43LhxA02bNmUpbgMGDFBJcdMVMjMzsWrVKtZotlmzZhp13zIMgxs3bmDcuHGoUaMGu7o+evQo59+dkZGBH3/8EcHBwWzOWyaTYcaMGbhy5Uql/b1lkZeXhzFjxrDpJq6C5YsXL2BrawsnJyfeiSwvLw9mZmacUqkVxRcdpC9fvqzWKFNX8PX1hY2Njcapi6ysLNjY2FTITZmuPvm0AdTBxcWlnPV7ZYCmVfhWi3QLycWJHTx4MKpWrarR5/X8+XNW8c3NzQ3NmjWDj48PAgMD0atXLwwZMgTDhw+Hh4cHy/81NjZGp06dsGDBAvzxxx+CA+ebN28QGxvLeg5+++23uHz5Muc52dnZWLRoEZtWaNGiBfbv3y+YuUN1oIcMGcJS3Ozs7BAXF1dpPo0Mw2DPnj2oXr06pFIpZs6cqfHEVlhYiNWrV8Pe3p79bpYvX86bvsnJycGWLVvg7e3Nfl9WVlbo06cPkpKStFqwcOHp06dYuXIlSzccM2YM5zP64cMH1KlTB1WrVhWkn0KdnCpTsvWLDtLa4M6dO4Lz2MA/xrd8hraqQNXtKqKh4evrCycnJ61WE8HBwYLbtbUFdW/ma0mOjIxE9erV1R5XKpWwtrZG7969Bb/3oUOHYGFhAXNzc0F63JmZmdi/fz/GjBlTTuOjdu3amDlzpmBmRlZWFmbPns2ukn19fXHixAnOYF9YWIh169axwaBOnTr48ccfNQp+BQUF2LNnD7799ls2D9y4cWMkJSVVCiMkIyMDffv2Be1k/NTYVgiKioqwdetWlq5obGyMyMhIQbnvDx8+YOfOnYiIiGCpipTyOHLkSKxcuRInTpzAmzdvBE+0RUVFOHbsGMaNG8dqjdDVM1+xv6CgAK1atYKBgYHgoNu6dWu4ublVKkvpiw7S79+/x+rVqzUiwMfHx0NPT09w9w/DMGjTpg3s7e210sINCQmBgYGBIDdyVaBpAk3SNBTTp0+HWCyuUAGTD5Sor666T9GhQwe0aNFC7fE//vhDcBOPQqHAlClTQEipUL62u6l3794hMTER7du3Z1dt3t7e2LRpkyD52dzcXCxduhS2trYgpLTd/MCBA5yrZKr3TLnZ9vb2WLZsmcZdd+/fv8fKlSvZycbe3h5LliypsGyuKvzyyy+wtbWFRCJB7969ce7cOa2CzvXr18vR+Fq2bInExERBfQVKpRI3b97EvHnz4O3tzXYu0pe5uTm8vLwQERGB4cOHIzIyEoMHD8bAgQPRv39/9O3bFwEBAaw4lYGBAfz9/ZGQkMD77AKlz1xQUBBEIpFKU1tVuHfvHgjRTP5YG3zRQZp+CJpoXVy9ehWEEE4S+6c4duwYCCFYt26d4HMo0tLSULVqVbRp00ar5pTi4mJYW1urJdRzgRY3KqN9noIK2r98+ZJznLOzM+cqmU4ofLS79PR0tG/fHoQQDB48WGcT0MuXLzFv3jzWu8/IyAj9+vVT6Rv4KYqKirB+/Xp2lVy/fn3ephiGYfDbb7+hXbt2LJVt5syZgrsCy17n8OHD8PHxYYNVfHy8zhsnPn78iJiYGDY4NmjQAGvXrtWq2SQrKwvLli1j5VANDAwQHByMnTt3Ci7SMwyDtLQ0nDhxAitXrsSoUaPg4+MDOzs71KhRA7a2tqhZsyYcHR3h5OQEFxcXuLu7Y9SoUTh48KBGZACGYTBixAiNd9QxMTGQSqWVToP9ooN0SUmJRkJLQOmMXLNmTY0E5xmGQYsWLVCrVi2ttpVU0/pTZw6hmDx5MsRiMW8g/BQPHjzQiKaoDVatWgVCCGeuUC6X80o6Nm3aFK1bt+Z8r7dv38LBwQGGhoYV9pdUByqWP3LkSDYH3KJFC2zatIl3tSuXy7Ft2zaW5VC7dm0sWrSIVzvj0qVLrH51lSpVMHjwYK1Wq3/88QfCwsIgFoshlUrh4+ODmTNn4tixYzpbYefl5WHTpk0se8XS0hJv377V6lpKpRKXLl1CdHQ0uxsxNjZGfHz8v2IIIATFxcUYPXq0xmytd+/ewdLSstJrQiUlJVi8ePGXG6SBUm9Cf39/jc6Jjo6GgYGBRu3bR48eBSHamUoyDAM/Pz+YmJhoHGiB0uKYNu4OCoUCJiYmgpzVtQXt/ORaAb5//x6EEKxYsULl8eLiYkHSqrT6rymlTVvk5OQgISGBDbomJiYYOnQoLl++zBlAlUolfv75Z7ZpxMDAAP379+c97/bt2xg8eDBbmHRxccGcOXM0fmaePHmCuLg4NG7cmE3jiMViNGrUCCNHjkRycjIePXqkteyAUqnE1KlTWfaGLvLhCoUCZ8+eRb9+/SASiWBpaYm5c+f+n3meFhcXY/PmzWy7+vjx4wV/XgUFBWjZsiWMjY0rrbgLlBILPD09v9yOQ4oBAwbAzs5Oo3MuX74MIyMjjfQWGIZBu3btYG1trdUW79mzZzA2NkZAQIBW+byOHTvCwcFB4wKit7d3hYww+UClR7lWPtSCKDk5WeVx2hDDlY+mE1VFXXC0AcMwuHTpEgYPHsx2r7m7u+OHH37gXSXfvn0bo0aNYk1fGzVqhNWrV3MuEHJzc5GUlARfX1/Q1uj27dsjMTFR42fv77//xu+//44ZM2agY8eO7H0QUqr17OPjgwkTJmDHjh14+PAhbyDKzc1ltTyGDBlSKZ6FN2/eZOVpRSIROnXqhB07dlRqbYWioKAAq1atYlv9PTw8NKoHKRQKdO/eXaPctaZQKpVISEiAoaEhrKyssH79+i87SC9evBiEaCYDyDCMVtu/K1eugBCi0kpHCGirtjYKd5RFceTIEY3Oi4mJgaGhYaXoBgD/GHVyfZ7UqFbdw06Lo1wV/ylTpkAsFgv2+KssZGdnY8OGDSxbgWqM/Pbbb5wTaE5ODtauXYvGjRuzOe+BAwfyNm48f/4cs2bNYrsfjY2NER4ejmPHjmnF+KFazRs3bsSIESPg6enJ6mQQUtpy7enpid69e2Pq1Kn48ccfce7cObx58wZPnz5FgwYNIJFIsGLFikrXVXny5AmmT5+OWrVqsfn24cOH8+5ItEFubi4WL17MUiVbtWolSBKgLBiGYVMjFXHg4cLLly/ZmkxgYCDS0tK+7Jw0ULpSqEi+TVPd5kGDBkEqlWrlz6dQKODl5QUrKyuNiwnFxcWoXr26YCU/ip07d/IGwIqATpJc+Vqqs6JOknPatGkQi8VqrZJKSkpga2uLrl276uSedYXbt29j3LhxsLKyAiGlEp3Tpk3jZBsxDINr165h2LBhbFrD3d0dy5cv50wZUbPY4cOHsxKfNWvWRHx8PKcGhhCUlJQgJSUFmzdvRlRUFPz8/ODs7Mx2ApZ9Va1aVeNmo4pCqVTi5MmT6N+/P8sMsbCwQIcOHfDdd99h165dePz4seCASouOR44cwYIFC9C7d+9yTUenT5/WahKgyo1CDUY0AcMwSExMhJmZGUxMTLBx40b2Hr/4IK0tioqK0KxZM4078t69ewdzc3N07NhRqy/y7t270NfX14gPTBEbGws9PT2NCjWPHz8GIQQbNmzQ+P2EgOpoc7UtU7UwdTTE7t27c/K5aSfir7/+qvH9lQ2YkyZNQqtWrdCsWTM0bNgQbm5uaN68Ofs9Pnr0SKtUlipT1o4dO2LXrl2cW/Tc3Fxs3LiR7fAzMDBAnz59cOzYMc7FQ2FhIfbu3Ytvv/2WdWRp2rQpEhISdLrTKCkpwePHj3H06FGsWrUK06ZN07mcqqbIzs5GYmIiIiMj4eHhUU63w9zcHN7e3ggODkavXr0wYMAAREZGIioqCjExMYiOjoafnx+rzEdftWrVQq9evXgbk7hAn/HevXtXSGJYFbKzs1nxrbZt237G5/8qgvSSJUuQkJCg8XkdOnRArVq1NN420mIZn6iQOsyePRuEaOb+AvzD1lDlaqwODMPAwsKi0tpSaSchVzCierrqJhd3d3fO9v7evXtrbGnGMAy+//57VKlShc0bT5kyBX5+fujSpQuCg4PRs2dPTJ06lT2HFtrq1KmDfv36ISEhQWOh9pcvX2LWrFmsSJKpqSkGDRqEkydPcj5nKSkpGD16NLtKrlGjBqKionD+/HnOH316ejqWLVvGplFo3nvy5Mm4ePFihR1+vnQUFxfjxo0bbPqmVatWaNCgAWQyGZycnGBrawtLS0tUqVIFxsbGaNq0KQYPHoyEhAScPXu2wiwSpVKJOXPmsG7pus7Rl5SUoEOHDpBIJPj+++9VPkNfRZD29/dHo0aNND6P8og1XaHJ5XJ4eHjA2tpaK0uc4uJi1K9fH/b29hqv3Fq3bg2ZTKbRKr5z585o0KCBprcpCHSLx8U75WOAWFtbc6qJUUdwocjPz2d98Hr16iVYnOjo0aOYPXs2unXrhpo1a4IQUs4W7OjRo4KbTsp6/NFinZ2dHWJiYnDlyhW1319BQQF++umnctKe9vb2GDt2LM6cOcMZ6O/du4dFixbB29ubXWGbm5sjJCQE69at01jr+v+BG9nZ2WwRtV+/fjoXwWIYBkOHDgUh3OYXX0WQnjJlCiQSicbV35KSEtjZ2WlM4QNKxW8qIvB/5coViEQijelxlHMtVEcbKBUdF4lEldKNtmTJEt7CIVdxkc/Z/MOHDxrtHl69esXqdMyfP79CBabnz5+zKZqnT5+yhcL27dtj8eLFuHv3rqDrU8eSbt26sdvzWrVqIS4ujlOiMycnB9u3b0dQUBAbsGvUqIFhw4bh6NGjnMXgzMxM7NmzB0OHDmWZCoSU+jqOGjUK+/fvr5CD0P86UlJSIJPJIJFIsHz58kopoi5atAiEEF555a8iSO/fv5+zMMWFWbNmQUhbsyrExMRoHDDLIjo6GiKRCBcvXhR8Tm5uLkxMTDBo0CDB51COtxBZRU1BKXhcOwq62la10sjOzgZX6yy995MnTwq6n/Hjx8PU1FTjVBIfiouLcerUKcTFxbEOLoQQ1n8xJydH0Erq48ePSExMREBAAKu/4eLigkmTJuHGjRtqf+y5ubnYs2cPevfuzRYcq1ativ79++Pnn3/mfG+GYfDgwQOsWLECXbt2ZVujJRIJWrVqhRkzZuDChQuVxgD6L4FhGKxduxYGBgaws7PT2DZNKPbt2weRSISePXvy5ri/iiD9+vVrzmYJLqSlpWmt15ubmwtHR0fUrVtXq1xUbm4uHBwc4OHhoVGxITIyEsbGxoJTJR8/fgQhBHPnztX4HvmwYsUKEEI4+cLz5s0DIURl08OzZ89ACMGPP/6o8tw5c+aAECJ41VdUVKTVhKspXr16hfXr17Nt7MuXL4ehoSECAgKwatUqQQ0omZmZ2LRpEzp27MimJ5ydnTFhwgRcvnxZ7TNRWFiIX3/9FQMHDmQdS4yMjBAcHIykpCTe1vLi4mKcPXsWU6ZMQfPmzVkWh5mZGYKCgrBy5UrBu4T/JWRnZ6Nnz54ghKBz585qzWkrimvXrsHIyAgtWrQQlB34KoI0wzD45ptvMG/ePI3PrSgOHToEQojWus3bt28HIZrpj1ChfU1MWuvWrYvAwEBtbpETq1evBl9bON2tqMqnXrt2jbMuEBQUxKvk9/TpU3h6emqkfaxrXLt2DePGjWP1KAgp1WMWujrNyMjApk2bEBAQwKZEatasiaioKBw7dkxtV59cLsfJkycxevRoVhZUIpHA19cXCxcuxI0bN3gXAJmZmdi7dy+GDRsGZ2dn9v6tra3Ro0cPLFiwAMePH9eq/vJfQUZGBlxdXdkCnq4ZHBRU4rhWrVqCZFmVSiWioqK+/CANoEKzPu3g0SRQlkWvXr0glUq1ChJKpZK1ARKaU2cYBk5OThrl0gcPHgxLS0udr442bNgAQgjn9zZ37lwQotqI8/z58yCE4NixYyrPbdy4Me/kQguTX0ph7MGDB1i0aFG5ekN4eDgiIyPxyy+/8BYfP378iK1btyIoKIjlBZuamiIkJARbtmxR++OlHOzJkyejQYMGbLC1srJCWFgY1q9fjydPnvA+A8+ePcOmTZvQt29ftomGvhwcHBAQEIC4uDgkJibi+vXrleYa8yVhypQpEIlEFfIuFQJK5RMqhbpw4cIvvy1cV2jXrh1q1qypVdri/fv3qF69Ojw8PLTK61HNak2odZMnT4ZEIhEsgk7V6rSVTFWHrVu3ghDCyZ+lxUVV6ZkLFy6AEILff/9d5bnOzs7o168f5z0EBwfD2dlZsxv/F8EwDPr27cuyPPT19eHn5yeobTg/Px+//vorhg8fzjJOCCHw9PTErFmzcP36dbWrurS0NCQnJ2PgwIHsKpsQAicnJwwePBhbt24VnJY5fvw4FixYgH79+qFx48bluhRFIhFcXFwQEBCA6OhorFq1Cr///juePXv2r7iqVDays7Nhbm6uEcNIW4SHh6NatWqCVurnz5+HRCJBUFDQ1xGkU1NT0aRJE625y9QGStumD+pGPn36dK3O79q1K8zMzHi1ICio3oVQ6UQq66prRTzars7lUkGV8lR1WVKLsqNHj6o818LCAlFRUWqvrVQqYWFhoVEh9f8KxcXFOHnyJGJjY1GvXj0sXLgQQOnKOSoqCr/88gsnS4ZhGPz555+YO3cuvLy8WPGkatWqoU+fPkhMTMSbN2/UnvvgwQOsWrUKwcHB5dy3nZ2dMWjQICQmJuLFixeC/ha5XI4HDx7gp59+wqxZs9CzZ080btyYLUrSl76+PurUqYPOnTtj+PDhmD9/PrZv344LFy4gNTW10tIGugRt2NLG9EATKJVK1KhRA3379uUdm5GRgZo1a8LFxQX37t37OoK0XC6HiYkJRo4cqdX5DMOgWbNmqF27ttYNAAMGDIBEIhGkQfwp7t69C7FYjOjoaMHnNGzYEC1bthQ0lgYzXTe1/PLLL7wPMJfmNNX1UGVkyzAMJBIJp2N7SkoKCNFMH5wLDMPg9evXOHToENasWYPk5GT8+uuvbPCSy+X4+PGjToILvcb58+dZ4aayjAu+38L79++xdetWhIeHs56ChJTqWU+YMAG///672lSEUqlESkoKEhIS0L17d7YtmtID+/fvj40bN+Lhw4ca61e8efMGZ86cwcaNGxEXF4fu3bvDw8ODbZ8v+9LT00OtWrXQunVr9O7dG7GxsUhISMC+ffvw559//iuiSlwoKCiAtbU1OnXqVOnvdePGDUHPslKpROfOnaGvr4+bN29+HYVDCn9/f7i7u2t9PqXyaSOABJTqiDg4OEAmk2mVp4uMjIRUKhXsNEJneCEO1gDQpUsX1KlTR+P74gLdgVy4cEHtGJpnU9W9R0WrVIkv5ebmghCCRYsWqb32tWvX0KlTJ60kYIFShb6kpCQ21/jixYvPAgkh/wjm3L17F4SUtnC7u7sjJCQEEydOZOsR2ub8i4qKcOrUKUyePBmenp4QiUS4d+8egNJ0WEJCAu7fv6/2+kqlEn/++ScWLlyIDh06sM7f+vr68PX1xbx583D16lW16QelUolbt25hxYoVCA0NLRf0ra2tERYWhhUrVuDGjRsVkibNzc3F3bt3cfjwYaxZswYTJ05EeHg4fHx84OrqWi6NQlMpzs7O6NKlC2JjY7F582ZcvHhRY3MEbUG7ZU+fPl3p70VFxPhYI7TLd82aNQC+EnYHxfz589Vuq4VAqVQiIiKiQtzHkydPghCCUaNGaXxuWloajI2N0asSFVbqAAAgAElEQVRXL0HjaUARymr54YcfNArqQnD27FkQwu3wTbU3bt68+dkxLnZHWlpauYdR16AmuoQQNl1CebAXLlxAWloaHj9+jGvXrrFOJ+np6Vi6dCliY2PRrVs3uLm5QU9PDwcOHAAAnDhxAk5OTujTpw9WrlyJ69eva1WnyMrKYgPyhAkT2Pt0dHTE0KFDsXfvXs4JIS8vD0ePHkVsbGy5lnFzc3MEBQVh+fLluHnzptqgTdMjGzZsQHh4eLmGGH19fTRr1gwjRozAxo0bcfPmTZ1xrBmGQUZGBm7evIk9e/Zg1qxZ6NWrFxo2bPhZALe2toavry+ioqKwevVqnDlzRue0uG+//RaEkH+lvd7DwwPt2rXjHJOVlQU9PT2EhYV9nQJLQrcLlQ36o9JGEIiKqasKaKrQsmVLwS3xlJO8ZMkSje9LHehnzmUEe+bMGahrpnny5IlaCiJtdNHl/VJQjrq7uzvu3LlToR+hXC5ng9T169cRGhoKOzs7NpgYGRmxOfs3b95o5Xj97NkzrF+/HiEhITA3N4erqyt7bPv27Th+/Djn7i09PR07d+7E0KFDy9HszM3NERgYiEWLFuHKlSucwfbFixfYtWsX4uLi4OvrW85nUF9fH02aNEFERAR++OEHnDhxQnB9RSgUCgUeP36MgwcPYsmSJRg8eDC8vLxYBx36atWqFbZs2aKRRZY6UDNpbXowNIWDgwMiIiI4x5w6deqzQvtXFaTpSlhod5o6ZGZmYtKkSRqbg1IUFRWhcePGqFatmsZec3///TcsLS3RuXNnQeNpx59QIaAmTZqgVatWGt0TFx49esQ7MdIi565duz479vfff4MQgqVLl352TKlU8gr99+jRg9d2SxXoRKpNl6oQMAyDly9fYteuXYiOjmZZQ7RL1cnJCb1798by5cs5tTxUQS6Xs3RDhmFYDWR9fX14e3tjxowZvEWuly9fYtu2bYiMjCznml2lShV06NAB06ZNw2+//cYpQKRUKvH48WPs3LkTcXFx8Pf3Z++FvmxtbeHv74/Y2FiWsqfrPDPDMEhNTcWxY8cwf/581KlTh6UtDhs2DFevXtU6DcUwDDp27Ahzc/NK9yo0NzfH2LFjOcfQ33vZif6rCtK6Ai1mlVVI0xT37t2DkZEROnXqpHGRiWo0C8mD0W5Lod2EVIFPV0alb9++BSHc/o3p6ekgRLX1GNXuUOd/aG5ujjFjxqi9dkBAAJo1a6bxfa9atQoxMTEan1dRpKSkYMmSJQgNDWVpcdWrV2eDyNatW7F161Y8ePBA8HOTk5ODI0eOIC4uDk2bNoVIJGI1jYuLizF16lQcPXqUkzny7t077N27F6NHj4aHhwfbASkSieDu7o7IyEj8+OOPgu4rPT0dx48fx9KlSzFgwIDPKHtisRjffPMNunfvjunTp2Pfvn14+vSpzpgeDMPgwoULGDhwIFuQbdCgAVasWKFVPv3+/fvQ09PD4MGDdXJ/qkAXJHwxZ9CgQbC2ti73b19lkH758qVaKpJQ9OnTB4aGhloXpABg7dq1IIRg2bJlGp1XUFCAmjVrwsvLS9AKoHXr1mjYsKGga9NVra7yvHl5eeDjeMvlchBC1Ho0cqngOTo6YsCAAWqv3alTJ7Ro0UKzm/6CkJqaWk67hRq80lSEn5+fRg7VQGnekq60UlJS2IArFovRpEkTjB07li1KqkNubi5OnjyJOXPmICAggJVQJaRUcL9z586YOXMmjh49KqgTsSxlb8aMGejRowdkMlk5YwFTU1O0bt0ao0aNwvr167XO55dFdnY21q9fD09PT1B+uTY1mbi4OBBCcOXKlQrdjzrwadhQeHh4oGPHjuX+7asL0jk5OZwrM6F4+fIlDA0N0adPH62vwTAMunXrBn19faSkpGh07saNGwXntWnHnRC3GIZhIJPJ4Ofnp9H9cF1PLBbzKnVx8Z3d3d3VOs40aNCAU2u6Q4cOGqVvdu7cicTExC9Wl0KhUOD27dvYvHkzRowYAQ8PD1ZpkWEYNGrUCKGhoUhISMCtW7cErT5zcnJw7NgxTJ8+Hb6+vuX8PU+fPo0BAwZgy5YtnB2bSqUSd+7cwebNmxEZGYkGDRqwPG1CCNzc3BAeHo6VK1fi6tWrgpvC8vPzcfXqVWzYsAFRUVFo06ZNuRyzoaEh2rRpw/owVsRA96effoK5uTnMzMywefNmja6Tk5MDOzs7NG3atFKEqOiOmKtPQy6Xw8DAALGxsZ+d+1UFaQBo3769xprLqkCLeOpaloUgIyMDtra2cHd316ibUS6Xw9HRET4+PrxjU1NTNUp5fPfdd5BKpVq5kKgCX8MJUKodoi4Qd+zYUW3KolOnTmjatKna6wYHB2tEKxwyZAjMzMy+2CCtCvRec3Jy0Lt3b9bzj5DSlm8qTqVUKgUFnuLiYrZQmpycXM6ppFatWhgwYIAgQaucnBycOnUK8+fPR7du3crlo6VSKTw9PREVFYXExETcuXNHcPchwzB49uwZdu/ejfHjx8PLy6tcusTMzAxdunThpSWqwvPnz9G6dWsQQtC8eXONehpoEXHIkCE6f34yMjJ46aYFBQUQi8WfNcx9lUGa6klUtEOosLAQw4YN4/SsEwIqwqRpNyLVkxXiT+jl5cUZzMqCtqFT2lhF4erqymsH1qVLFzRu3FjlsaioKLWBc/z48TAyMlIbfLZt24YpU6YI/tFQ7fGvvV35+fPnSExMLFcov3jxIiwsLNCtWzcsXboU165dE7TqYxgGd+7cwcqVKxESEgI3Nzf28544cSKCg4OxZMkSXL16lTOnSxuB9u3bh/j4ePj6+rKyqoSUmui2atUKY8eORVJSkkaBm/owbtq0CcOHDy8nZEVpiXv27BHEn1YqlUhKSmInlUGDBgm2pJs2bRoIIViwYIGg8ZpAiLmFm5sbgoODy/3bVxmkMzMzIZVKK8UQUluEh4dDT09Po7RHVlYWjI2NBbU8U81mIW29xcXFMDExwYgRIwTfCxe8vLw+y5N9iqioKJibm6s8RtM1qqhptFtRaIMPH6hqnyY+kV8Lbt26hSFDhpQTRTIyMsJff/0FoLTIqymPeNq0aeWu92kKkM9+SqFQ4O7du9i6dSuio6PRunVrtphH2STe3t6IjY3Fnj178OLFC8ET7rNnz7Bu3TqWlkjz7iEhIYJYO9nZ2YiLi4NUKhVssEt1WAjR3j5PHfr06YOaNWtyjunVqxecnJzK/ZvOg7RMJqsvk8meymSy0aikIA2UktAdHR11si158+YNAgMDcePGDa2v8eHDB9SoUQNNmzbViJM7YsQIGBgY8P64KBVOaJEyKCgItWrV0snnExgYCA8PD84xVGRJVZGJCvuraiKiTJtffvlF7bXz8vJYXWc+0K7SinyXXwNSU1NZ+h+lvH333XcgpNSdpWz+WEiKJC0tDXv37kVMTAxmz54N4B/6n729PUJDQ7F48WKcO3eOl59MA3dSUhLGjBmDFi1asB2ShJS6z3Tt2hXz58/HlStXBP1e5HI5Ll68iLi4OLbI2bJlS+zbt493tf7gwQPUr18fEolEkHZPYWEh2rRpAwMDA40MO/iwfPlyEMKtKEkb9spOjjoN0jKZrIpMJjstk8k2VHaQfvjwoVZNA6qQlZUFa2trNGnSpEJND1SMSBO1OyqMNGfOHN6x9evXh7e3t6Drrlu3TnCxkQ8RERFwdHTkHEO7DlUFR9pks3Hjxs+O0aq3uq5KpVIJExMTjBs3TtC9Xr16FYQQHDlyRND4/xJSUlKwcOFCBAUFwdraGoSQcvK1ycnJSEpKwv379wUFbrlcjoSEBPTp0wdOTk5skKX6M8XFxdi0aRNu377NGyiLi4tx7do1rF69GhEREahbt2451kdgYCCWLFmCmzdv8t5bbm4uVqxYwTbtuLi4YPXq1ZzNPtnZ2ejcuTMIIYiNjeW9X6ovbWFhoTEpQB1o9646sTEAOHLkyGcLGl0HaT2ZTGYkk8lmVnaQ1jWoaa0mAfZTMAyDkJAQGBgYaCQZ6u/vD1tbW9784vTp0yESiQSR7mlLuab0QFWIiYmBsbEx56r8zz//BCH/2E2VhUKhgIGBgVrecq1atcoZwn4KT09PtG3bVtC9yuXy/1PRnlevXuHs2bPYsWMHFi1ahOjo6HICUklJSdi0aRPOnDlTqSpxDMPg1atX5XSLKU2Nrmb79euHn3/+WfA109PTcfDgQTa9cv36dfZ6VatWRbdu3fDDDz8I/o2np6dj9+7dGDFiBGQyGXut6tWrY9iwYbhw4QLnM6dQKLB37160aNEChJSqBapqqKKQy+UYPXo0CCEIDQ3lLfQ/f/4c9vb2qFGjRoWouhRv3rwBIQQ//PCD2jFUKqGsyUil5KT/rSB98eJF+Pv7a905WBYMw6BHjx5a0enK4u3bt7CwsECbNm0E/wAPHjwIQgiv/vDNmzdBiHA5UhcXF056m1DQVAYXI6CgoAASiURt96CXl5fazsHw8HBYWVmpXd3MmDEDIpFIo2dHqVSisLBQ8HhdoUuXLuU68kxMTNC+fXv2eFmxfppTLitdef78eY3ytppAoVDgzp072LRpE/r164fq1auzbcoMw2DGjBk4cuSIYENjpVKJBw8eICkpCUOHDmVz21QeICUlBStWrBBs1ZWamoqtW7eiT58+bF67du3amDFjBqeeOcMwOH/+PBus+/Tpw8ntpsbJnTp14k3d3L9/H6ampmjatGmFJ3+GYVC/fn1eZcuuXbvCxMSEbUj76oO0um20NsjIyICNjQ0CAgIqdJ3ExEQQIlwLWqFQwNHRER06dOAcxzAMHBwcBAfeQYMGwdLSssKrtV27doEQbk1poJQP/e2336o8NmHCBBgYGKhcvVCLMXWNBI8fP9ao4l5UVARPT0989913gsbrAvQzvnTpEo4fP4579+6pDHa05fvYsWNYs2YNYmJiWN0ImtqhNLRWrVph+PDhKmVedXXPdOJ9+fIlmzcWi8Xw9PREXFwcbt++rdE1X716xX7HVMWREAIbGxv07dsXmzZtEjR55ubmIikpCR06dGD52i1btsTatWvVBla5XI45c+ZAT08PNWvW5KTWbtmyBWKxGC1btuRt1qFCXf3796/w5Ek/E65J59GjR5BKpewE+lUHaYZhUK9ePTRv3lxn17xx4wZvRZsPDMPA398fVapUESyyTi2o+DQ6oqKiYGRkJGhWp5NFRb0BqbsKVy4NAPr16wcHBweVx2jOWlUh5sOHDxCJRJgxY4baa/v6+sLR0VEwpWvgwIHQ19f/Vyy3/vrrL7i5uVU4d6lUKnHx4kWsW7cOo0aNQtu2bVG1alV2d/L333/DyckJ3bp1w7Rp07B37148ePBAZ3TD/Px8nDx5EtOmTUPbtm0hlUrZdMitW7cwfvx4/PzzzxppXDx//hybNm1Cnz59YG1tDTMzM7bus3//fhw9epS3lfv169f4/vvvUa9ePRBSqo63atUqteddv36dzXmPHj1aba5637590NfXR6NGjXh/89THk0raaovXr19DJBKp7c6liI+PZxcuX3WQBv4RJKF5Ml2hqKhI41VEWbx48QImJibo1KmToNn37du30NPT49WbOHbsmOBOxefPn2u0olcHmt/m27FQTRJVTIx3796Bqy3Wy8uLc7L966+/NMrzp6amwtjYmDPXrQswDIM2bdrAysqqUjSQGYZhV6apqano1asX6tatW67deu3atQBKA8CyZctw8uRJwWwYLuTn57PvvWPHDhgaGrLvKZPJMHjwYI2K9zRPTkFb5E1NTdGzZ0/s2LGDM1jStEbbtm1BSKnjTHJysspJqqCgAOPGjQPtlvzjjz9UXvPo0aOQSqVo3bo1Z+FRqVQiODgYEokEp06dEvw3q0L79u3h4uLCGRdycnJga2sLT09PvHr1SqeFw6YymeyMTCZ7IZPJHv///9sSlRikP3z4AH19fU6RHm3Qv39/VK9evUJ8W2orJdQAt2fPnrCwsOBcJRcXF8PMzEywA4ujoyNCQ0MFjeV6T76VLgAcP34chBC1KoUuLi6fEfUpZs2aBZFIxEtFZBhGcPpmxowZIES1K4yukJycrNOUm1AUFBTg+vXr+PHHH1mtCmrxRl8ODg7o1q2bznwvi4qKcOnSJSxatAjffvstrK2t2cC2ZMkShIWFYcOGDYJ3ogUFBTh48CCGDh3KmhDwNU0Bpc/AkSNHWB3t+vXrq01tnDx5Eg4ODtDT01NbVNyzZw9EIhECAgI42V3Z2dmoW7cuqlWrVqFC4pYtW9TuKsuC+osuXbr062tm+RQTJ07U2glcHe7evQsjIyP4+vpqTctTKpVo3rw57O3tBeXhqJZscnIy57iePXvCxsZG0Ao9PDxc8Fgu2NnZcQohAaUTJhedbtCgQahatapKFgstinKp7RUUFCAwMJD1DuRDfn4+3N3dBcvCagMqidqgQQOdC9Jrg3fv3uHYsWNYvHgx+vbti7p167Ipt9OnT+O3337TqRodxdy5c1nVPwMDA/Tu3VtQ8wiFUqnEpUuXWJ31R48ewcvLi9O9W6lUYteuXXB1dQUhBN99953K32pWVhabvlHnMETF0rjatoFS6q+xsTHvb4EL2dnZsLCwQN26dTl3X0qlEm3btkWVKlW+/iBdWaA53YqIOZ04cQKECBMVZxgGLi4uvHoe9L6EGAesXLmSl0AvBO3btxekRtewYUO1BVDaaKLqx8swDDw8PODm5sbpJhIaGgo9PT3BmgxZWVls8Hz//r3O9EwoFAoFduzYUa6olJqaqtP30BW6du0K2mY9ceLECqXzVIFhGFy7dg1RUVGwsLAoV0TWVLXyzJkzrFtMcHAwHj16pHZsQUEBhg8fDkIIevXqpXIRkJWVBVdXV1hbW6v8LVCxNENDQ97u13HjxkFPT09wvUkVTp8+DX19fbRt25ZzAff+/Xt4eXn9N4J0QUEBVq9erfMfYWRkpOAcsCowDAMfHx/Y2NgI8kWkBUSuB4Xmd4XYatHmjn379ml0359i1KhRMDc3512Rjx8/HoaGhiofvPz8fBgZGakVa6LNQFxc16ysLDg6OqJ27dqCqWJA6ffg5+cHNzc3nQensnjz5g2MjY0RFBSkszSDrlBcXIydO3ciICCAlTft379/pbxXUVERO1k9e/YMIpEI7dq1Q2JiomBHlYKCAsybNw8mJibQ09NDXFwc53iqhdO9e3eVRcW7d+/CxMQEzZo1U5lSfP36NUxNTdGhQwfO5/z169eQSqUYOHCgoL9DHXbu3AlCCHr27Mm5u9FpTprrVdlB+o8//gAhRPBWWCgKCwvRt29fXn1eLpw/f56zaFYWqampEIvFnA7aANC0aVO0adOG93pFRUWQSqWIj48XfL+qsGLFChDCr4lBOd/qiivdu3eHnZ2dyodSqVSiXr16cHd353xoL168CIlEgr59+2qUxjlz5gxsbGxgZGSk8/QYRX5+PubOnQtTU1NIJBKMHDlSZ52xukR6ejpWrFiBvXv3AihljnTs2BHLly/npIdpgw8fPmD+/PlsWsLU1BRDhw4VnNd9+/YtIiMjBZk4UJ2YwMBAlQuFAwcOcNLpqPZLYmIi5/tMnDixHCdcW9BiO5cO0VcpsKQOnTp1Qo0aNbRy8hYKbelO/v7+sLKyErTS79KlC+zs7Dhz4VOnToVEIhEkyO7p6QlfX1+N7vdT0KIgn5tMdnY2JBKJWv3pHTt2fNb2quo4DR7qMGfOHNjY2Ghc2H379i18fHxASKkkpS4aoVQhPT0dUVFR0NPTg5mZmU7YFpWJP//8s1yrtkwmw/jx4yusEFkWDMPg3LlzGDhwICwtLdnJKy0tTdDvigbVs2fPYtiwYWoL7FQSoVOnTipjAaXTqer8UyqVaNWqFSwtLTmphgUFBXB1dYWLi0uFmlwYhsGYMWM46X3/qSBNe+O52i61hUKhQHh4uGANiU9B0w5CNKGprm1ZM8pPQRt5hCh1RUVFwcTEpEJ8WipazlXYo/Dy8lKbv87Ly4OxsTErdP8pFAoF3NzcUK9ePU7+rEKh0DrwyeVyTJo0Cc7OzmyQ1kQLXBM8fPiwHAVy/PjxWL58Oa8s6P8Vnj59ihUrVqBz584wMDAQbJisKcr+7a1bt0bdunUF86/p6tPT01OtlMKWLVsgEolUNn4plUp0794dYrEY165d++z43bt3IZVKee20aKG/bAu3NlAoFOjevTtEIpHK3/N/KkgDgJ+fHywsLCqFs0r7/g8dOqTV+V27doWlpSXvarqwsBBVqlTB8OHD1Y6Ry+UwMzPjHEOxefNmQY0yXGAYBtWqVROUh5s9ezZEIpHabf6gQYNgZGSkNsjSDi++lA9Q+oOLiYnRimZHc6MlJSWoVasWevXqhTNnzlSaYUBhYWE5QX/qShITE6NzWcyKgraJOzg4VGq6hmEY7N69G4aGhvD29hbsikJ3XFwLMlrfUdXJmp2dDRMTE7UywUOGDIGpqSnv5N22bVutPDg/RX5+Ptq0aQOJRPJZTeY/F6Rv3boFLy+vCgUkdSgsLESjRo1QrVo1rTwWr1y5IjhvHhoaChsbG87cbNeuXfHNN9/wXuvGjRtQJ36kCbp16waZTMY7LiUlBYQQbN68WeXx27dv8xY+Bw8eDLFYzMsl/fDhA9zd3UEIwbBhw7QqHP/9998YP348K4FZr149LF++HBkZGRpfSwhSU1Oxd+/ecq4krq6u7PH4+HiMGTMGW7Zswc2bN/91wajs7GyEhISAEIKwsDCdF+NVYdu2bWyHoBAwDIOAgACYmZmpnURycnJgYWGhVkYhMjISxsbGKgvQhw8fBiH8aorTpk2DWCzWyWeUk5ODtm3bQiwWY+fOney//+eCNIBKWwkBpYIrxsbGaN++vVbpg44dOwrKm1M9C64g9cMPPwii1xUWFnLmiYWCGg/wBS+qMaKucQUozdHb2NioXalkZ2fDyckJtWvX5s0bFxYWIi4uDiKRCE5OTpzcWi7k5+dj8+bNaNasWbn8+7t37yplZ0ZRXFxcjs4VEhKCKlWqsCtusVhcToTpwIEDuH79eqXk0+/cuQOZTAaJRIKlS5f+qzZklHPO1ydA8eDBA0ilUpUu9RS0oUkVo4cumlRpTBcVFcHExEStgTIFrdXoqmEqNzcX3t7eEIvF2L59O4D/aJAGSldYy5cvr5SHbPPmzahatapWjI9z586BEH4J0b///htSqfQzU8qyoPKgW7du5X3f+vXrV7ipg7JUuAT6KaKiomBsbKyWA0rb26l/nyqcO3cOIpGI94dCceHCBbi6uqJatWqCaV7qcPfuXXYSHj9+PPT09BAYGIht27b9KytLhUKBBw8eYPfu3Zg5cyY2bdoEoDTNJZVK2QBevXp1NG/eHOvWrQNQOkGeOHEC9+/fR3p6Om/6QKFQICMjg/28QkNDYW1trbawW5mQy+WIj4/XKL3C5wz+4cMHVKlSpdwkR8EwDNzd3dXKEfTp0wdWVlacn2FeXp5OjLHLIjc3F+3atYNYLMa2bdv+u0GatmRXlB+sCgzDVKi7rF27drC1teXtQvT39+fs8VcqlbC0tBSUJx47diwMDAwqtPoqKCgQTOejbiyHDx9WeZxhGDRs2BANGjTgnEip28jBgwcF3WNeXh5bDFIqlTpxaPnrr78QFxfHNlfo6+ur/NH/G1Aqlbh//z727duH+fPnIzIyEn5+flizZg2Af/SIy77MzMzY1eaTJ0/Qtm1b1KlTB9WqVWM1QOjqNTMzU6tUni5BW/81KeY+efJEbWpwwoQJEIvFKil/VLZUlTkGrY2oe4YpuGR4tUVeXh58fHwgFouxcuXK/2aQlsvlaNiwIezs7ATR1LSBUqnEmjVrNN4K0y5EuvpRB0olunv3rtox3bt3/8wTTRWoOe3+/fs1utdP0bJlS0GFkqKiIpiamnJOIElJSbzNK0VFRWjYsCEsLCx4pVI/xZo1a0AIQZMmTbBs2bIKF8CUSiUuXLiAmJiYchOVh4cHunTpgjlz5uDo0aMaqcTpGoWFhTh16hR27NiBVatWYdasWYiOjmZ566mpqfDx8UFoaChGjBiBadOmsa7cXwrWrl0Lb29vTnZTWezatQt6enpq+d3U/UiVvsrLly/VdgQXFxfDyMiIl589btw4GBoaCrpXTUADtaGh4X8zSAOlkoV6enro169fpVz//v37kEqlCA4O1iitwjAMmjVrBldXV8689qtXr0AIwZIlS9SOoSsBKhCuDkVFRTAyMsLYsWMF36cq0K4uvm0mwF2YAUq32h4eHrCzs+NMITx79gzW1tYwMTEpV1DhQ25uLhISEtC0aVMQQiCRSBAYGFjhVEhZFBcXY/DgwayMJn3R7W9JSQn2799faUL+/yUUFRUhPj4eYrEYHTt2FFzz6d27N2rUqKF2/K1bt9QWzjMyMkCIeqXIatWqYdSoUZzvP336dBBCKuX7TU9Ph5WV1X83SAPAzJkzKy3tAfwTJLmKF6pAW6D57Ivc3d05zQAuXbok+O/z8/NDgwYNNLrPT0FlS4UI8HMVZsqOEYlEvKuV169fo3Xr1iCEYMSIERq7rty5cwfx8fHo0qUL+28bN27E7t27dbby/fjxI06dOoWlS5eyxUsaIGjawcvLC0OGDCmXkvl/wbuUgURZOkOHDhWc9y8uLoa5uTknp5nuXFXl2aml1fr161Wea2Njw1sTmTdvHgghlca1v3Hjxn87SJeUlCAmJqbS8mxKpRL+/v4wMTHRSFhHoVDA1tYW3bp14xw3YcIE6Ovrq80lFxUVQV9fn7PASEEfpopSy7y8vNC4cWPecdQuiM+UITIyEhKJhFdTo6SkhBVDb9SoEafoDh/kcjns7OzYANqgQQNER0eX8wTUBYqKinDlyhWsXbsWUVFR8PHxQfXq1dk852+//QYzMzN4enqiX79+mDVrFnbu3FmpbIVfq2QAACAASURBVJIvEb169YKtra3GBsI0AB84cEDtGMqUUpXSoZrr6grYDg4OarnUFLS5RhMtGU3wny0cqkJlrVqePn0KAwMD9OnTR6PzJkyYAD09Pc6gSR9CLoGnVq1aoVWrVrzvR7sU+bwU+UCNFoRw0elYrgD84cMHWFlZwdvbW9D3c+jQIVhaWsLU1JQzn80HuVyOq1evYv78+fDz84OhoSHbQJOXl4dRo0YhMTER9+7d07lhLP07//zzT4waNQp+fn5wdHRkraKoicX27dvh5eWFvn37YsqUKdi0aRNOnjxZaau2fxN37txh88gfPnzQamIaO3YsDA0NOVNYlKqq6voPHz4EIQTbtm1Tea6zszOvCBXVtaksqdr/mSCdmZkJHx8fTspXRbBu3Tq1YvfqQJs+uFIlRUVFqFKlCkaOHKl2TGxsLPT19Xl/uCUlJahSpYpaFTqhSE1NhUgkEtQOm5GRAX19fd5c+MaNG0GIcJPdly9fomXLlqwGhy7cnIuKiljB+r/++gumpqbsStvU1BQ+Pj6sHnFubi7evn2r80m/oKAAt2/fZtumf/rpJ/j6+sLJyYlVriOEsMXwxYsXo0WLFujWrRuGDBmCiRMnYunSpfjxxx9x4MABnD17lm2GKSkpqTR3ciE4ffo0Vq1ahbi4OISGhsLAwABdu3at0DUfP37Mu+gYNWoUDA0NVX5XXPlqAHB1deU1Ili/fr2gfgVt8T8TpBUKBdq1awdjY+NKlarUFO7u7vD29uYcExgYCDc3N7XH9+7dC0IIrl+/zvt+vr6+gnSh+eDn5wd7e3tBbbz9+/eHsbExZ+5XqVTC29sbUqlUsCwsTX9IJBKIRCJ06NABycnJOhPYUiqVuHfvHhITEzFq1Ci0aNECly9fBvBPTYGmKvr374+5c+eyDBK5XK7zAF5SUoJnz56VWwxs3LgRHTp0QIMGDWBjYwM9Pb3PKHjUsmru3LkQi8UwNTWFjY0NXFxc0KhRI3abnpycjJ49e6Jfv34YNGgQhg0bhqioKDaw7927F7GxsYiJicG4ceMQHR1dTj504cKF6NixI1q2bIkGDRrA2dkZHh4e7PEOHTqwFEZXV1cMGDBA63rA3r17BRWvT5w4AYlEotadaMGCBWoZVFlZWdDT0+OlnNI0YmXx5/9ngjRQyiG1traGm5tbpXygRUVFiImJ0UgGc8aMGRCJRJxqbjTnpS6v/vTpU94CHUV0dDSMjY0rvKKiko9CcogPHjyAWCzm1QP++PEjPD09IZVKOXOMn+L58+eYNWsWnJ2d2VXvkCFDcP78+Uoryj158gQrV65EVFQUO2GVZb0sXboUZmZmaNy4MUJCQjBhwgSsWLGCnUCKiooq5d4YhsHHjx/x9OlT3LhxAydPnmRX5WfOnMHUqVMxbtw4REZGom/fvggKCmJ3YAsWLICbmxtq164NBwcHWFtbw8rKir3PUaNGwdjYGCYmJjA1NYW5uTns7e3Z9540aRK8vLzg5+eH4OBghIeHl6uVPHv2DG/fvq3Qs5eTk4OBAweyBWQuPHr0CBYWFnB3d1eZL87Ly0P16tXRqVMnledTcw11/ogU/fr1g6Ojo/A/QkP8TwVpoHTLJRaLERYWpvMfCcMwaNmyJWxsbARPAnfu3AGfutz169dBCMGOHTvUvq+5uTnvQwv8I7ZUUc3gwsJCGBkZCfaWDA8P511NA6WBunnz5tDT0+NlvnwKpVKJs2fPYtCgQWxbtbOzMyIiIrBq1SpcvXq1UnO5ubm5bAA6efIkRo8ejcDAQNStW5c1caXvHx0dDSMjI7i5ucHPzw8RERGYPHky+0y+ePECr169Eiw49F/H8+fPMWfOHDg6OkIsFmPq1Kmcn83Hjx/h5uYGKysrtStuKnNw6dIllce7du0KR0dH3jjRpEmTSrVo+58L0kDpl+Ps7Fwp6l6UdiZUJ4NhGNSpU4dT71mhUMDMzEytvCcA+Pj48LIogH/MEXRBSezSpUs5YSAuCF1NA6Ut8V5eXtDT09P6PnNzc5GUlISuXbuyJqeEEEilUjRt2hQjR47Exo0bcfr0abx8+bJCMq5C8GmX6qFDhzBhwgSEhYWhRYsWcHBwQM2aNdnjVOCIEAIrKyvUq1evnPP5Tz/9hM2bN+PXX3/F5cuX8eTJk0pjF/xfIT09nc2nU36+t7c3zp8/z3meXC5Hp06dIJVK1ba35+bmolq1avD391d5PCcnB/r6+rzSxAqFAoaGhoIMCbTF6dOn//eCNMMwlfpA9+vXDwYGBoI90KiSFtcqk0/xLiYmBoaGhrymufn5+RCJRJg5c6age+MCrWoLXZULXU0DpQJLLVu2hEQi4TUA4APDMHj58iX27t2L7777Dr6+vjAzMyuXt9XX14dMJkPnzp0xatQoLF68GDt37sSFCxfw/Pnzf4VNUXbFduHCBWzYsAEzZ87EyJEjERISUq57s3nz5p/lnj09PdnjYWFh8PHxQUhICIYOHYr4+PhyO7GLFy/ijz/+wMOHD5GWloa8vLz/U762UqnEq1evcP78eaxbtw7+/v6QSCQs6yIzM5PNrfNh7NixIISweieqQHPRqmRMgX+srfgmhCdPnvC+V0Vw//59mJiYCA7SIgBEW7i5uTkRQp6fPHmS2Nvba30dXUIul5PJkyeTMWPGEEdHR51d9/Xr18TNzY306NGDJCcn846/desWadSoEVm/fj0ZNmyYyjFLly4lsbGxJC0tjdja2n52fPv27SQ8PJzcvn2b1K9fn/P9ZDIZadiwIfnpp5+E/UFq8OTJE/LNN9+QZcuWkXHjxvGOf/ToEalbty4ZO3YsWbZsGe/43NxcEhAQQC5fvkyWLVtGxowZQ0QiUYXumYJhGPLixQvy7Nmzcq+nT5+Sp0+fkuzs7M/OsbS0JLa2tsTW1pZYW1urfNWoUYNUr16d6Ovr6+Q+1SE/P5+8f/+efPjwgWRkZJCMjAxiYmJCevToQQghJDIykjx8+JBkZWWRzMxMkpWVRbp06UL2799PCCHE2tqavH//vtw1RSIRqVKlCvsyNjYmrVu3JuvWrSOEEDJu3DiSmZlJDAwM2FejRo1IREQEIYSQ5cuXk8LCQiKRSIhYLCZisZi4u7sTf39/QgghEydOJAUFBaS4uJgUFRWRrKws0rlzZxIVFUWys7NJ1apV2XtxcnIiffv2JYMGDSKurq6CPpP09HQyduxYsmfPHjJu3Di1z9i5c+dIYGAg8fb2JocPH/7suEKhIN7e3uT58+ckNTWVSCQSte+5efNmMnToUHLlyhXSokULQfcpFA8ePCCBgYEkJyeHWFpaEkKI88OHD19wnfOfC9JPnz4lTZs2JY6OjuTixYvE1NRUZ9feuXMnadKkCalTpw7vWADE2dmZNG7cmBw4cEDlmCtXrpCWLVuSn3/+mXTv3v2z43/99Rdp3Lgx2bVrF+nVqxfn+3Xp0oW8e/eO3Lx5U9gfw4EmTZoQfX19cvXqVUHjhw0bRrZs2UIuX75MPD09ecfn5eWR8PBw8ssvvxB/f38SFxdH2rdvr7NgrQ7Z2dkkNTWVvH79mqSlpZG0tDTy9u1bkpaWRt69e0fS09NJeno6KSgoUHm+ubk5qV69erlXtWrViJWV1Wf/tbKyIhYWFpzBoKIAQORyOTt5XLp0iWRmZpKcnBySm5vL/jcvL48UFBSQ/Px8kp+fT+rWrUvmz59PCCGkY8eO5NmzZ2yQLS4uJgEBAWTPnj3/X3tnHhbVdffxD8OAbGUnCmJwgR7iQjWoZMXkcUkADdYlpsUtJn0SNBETmzYli8G3lRjrltCqUZrEgjapxtdoEvSNxq0xNtqoaOCKYZMo+KAsIzvDef/AmQ4yMwxLgsr9PM957r1zz73nnDt3vnPu7/zO7wLg5+dHaWlpi3Lj4uJIS0sDwMfHh6amJpycnOjVqxeenp7MmjWLxYsXI6UkNTWVvn37IoRgwIABNn/HZ8+e5YMPPmDTpk1UVVXx+uuv8/LLL5u9nhkZGfzyl7+kf//+fPHFF/Tt27dVnjfeeIOkpCTS0tKIi4uzWG5NTQ1CCHr37s2xY8fQaDQ21dcW9u3bx7Rp03B0dCQ1NZXFixeDDSJ925g7TNmzZ48xpsOPbZe0Rnx8vHR1dbX4WF1TUyMdHBzk7373O4v7NRqNfP3119ssa/78+dLT07NT9TVg8Dyx1eRRVlYmAwMDZWhoqM3B7PV6vVyxYoXs3bu3BOTw4cPl3//+95tiUE2n08mcnBx55MgRuX37drlu3Tq5dOlS+fzzz8snnnhCjh07VoaFhUl/f/8WIUbNJU9PTzlw4EA5cuRIOWHCBPnEE0/I+Ph4mZiYKFesWCE3bdokt2/fLvfv3y+//fZbmZeXJ8vKyrrV99mUuro6WVNTI6uqqqROp5MVFRU/2vtGr1y5IlNSUuSoUaOMcVliY2OtBor65z//KR0cHOSIESMsTjw5ePCg1Gg0cs6cOW3WwTDwaOmlyx1l48aNUqvVyiFDhsi8vLyeOXB4I4ZoaS+88EKXnre4uFhOmTKlTbuWlM0DSYDcu3evxTyjR4+WY8aMsbg/JCRETp06tc2yDIMwhokbneHChQvSzs5OLl261OZjDLGk2zvYUlNTI1NTU43BjPr27SuXL1/eJe34KWhqapKVlZUyNzdXfvPNNzIjI0OmpaXJNWvWyCVLlsjnn39exsXFyaioKBkRESFDQkKkj49Pi0ks5pKdnZ308PCQQUFBMiwsTEZGRspJkybJmTNnygULFsjExES5fPlyuX79erl161b52WefySNHjsjTp0/L/Px8efXq1TbHMrobvV4v8/Ly5McffyynTZsmHR0dJSDDwsLkqlWr2nQCeO+996RGo5H333+/xfultLRUBgYGypCQkDa9s0pLS6WHh4eMiYnpcJtuRK/Xy5deekkC8pFHHpHl5eVSyvZ5d9x25g5TFi1aRGpqKmfPnu0y+3R1dTUDBw5k9OjRfPLJJ23m9fb25tlnn2XNmjVm8yQkJLBp0yYqKirQarWt9k+ePBlFUcjKyrJa1rZt25g+fTrffvstw4cPt71BFnjooYcoLi4mKyvL5kfUBQsWsG7dOr788kvGjBnTrvKklGRkZLBy5Ur27duHq6sr99xzD0OHDmXYsGEMHTqUIUOG4Obm1pHm3HRIKdHpdJSVlbVKFRUVlJeXG5fl5eWUlZVRWVlJRUWFMTU1NbVZjouLCz/72c9aJHd39xbbbm5uuLm5tVh3c3PDxcUFZ2dnXFxcWqw7OTm1eU/U19cbzStVVVVcu3aNvLw8srOzycrKIisrC0VRjKYlX19f4uLimDt3bpv3b1VVFUlJSaxYsYLx48ezY8cOXF1dzV7jKVOm8Omnn3L06FHCw8OtnvfFF19k7dq1nDp1qs0xIFuoqqpi1qxZ7Nixg/j4eN5++23jb7yoqIixY8dCT7RJm6LX68nNzSUkJKRLz5uYmMjy5cspLCw0a/8yJSoqivPnz5OTk2N2/9atW/n1r39tUVxfe+01kpOT0el0ODs7WyznxIkTjBw50qJ9u728++67PPPMMxw/frzNm9tAVVUVw4cPp7GxkZMnT+Lh4dGhsk+ePMmGDRs4ceIEZ8+ebWEjHjBgAIMHD8bX1xcPDw88PT3x8PAwJldXV3r16oVWq8XBwQEHBwfjularRavVYm9vb3bdwcEBR0fHLrVD/lhIKamurjYKdmVlpdlUUVGBTqdrYaM23TbYq9uLnZ2d2WvY0NBAVVUVjY2NFo8NCgoiNDSUu+66y5giIiLaHJjV6/V8+OGH/OEPf6CwsJCnn36alJQUevXqZTb/2rVrWbRoEStXruTFF1+0eu6ioiIGDRrEzJkzSU1NbfsCtMHly5d59NFHOXnyJKtXr2bhwoUt/tjaI9Ktu263Efb29oSEhCCl5P333yc6OprevXt3+rzz5s0jOTmZLVu28NJLL1nNGxUVRUJCAvn5+fTv37/V/tGjRwNw/PhxsyIdFhaGXq8nOzubESNGWCwnKCgIgMLCwna0xDLTpk0jISGBd999lw0bNth0jKurK5s3byYyMpLZs2ezY8eODgne8OHDWbduHdDssZGXl8eZM2fIzMzkzJkzZGdnc/r0aaMAdaajYQ6NRoOjo6NRtA1eD05OTsZk2HZ2djb2ME3XDcnUq8LUy8LQW3V1dcXR0bHdg6amXhsBAQGdaq9er6e6uppr164Zk06no6amhpqaGqqrq1uk2tpa9Ho9er2exsZGGhsb0ev1NDQ04ODgYLa9rq6u3HnnnQghzPZ6rdHQ0EB6ejrLli0jJyeHsLAw0tPTeeCBByweYxDoxx57rE0vpbq6Oh5//HG0Wi2vvPJKu+pmjvr6eqZNm0ZWVha7du0iJiamU+e7rUXaQGFhIfPnz+f+++9nz549nR5xDw4OZvTo0WzdurVNkX744YcBOHjwoFmRHjBgAG5ubpw6dcrs8QZPEkVRrIq0t7c3Wq2WkpISG1thHW9vb2bOnMnmzZtZtmwZPj4+Nh137733Gl3rli5dyhtvvNGpemg0GgYNGsSgQYOIjY1ttb+pqQmdTmfsUVZVVVFfX09DQ4MxNTY2GtdNxcVUZAx5TI+tr683ptraWqP3g2G9tLSU2tpaqqurWwhafX19u9qo1WqNgm1qdjA1R1gzWbi7u7dIDg4O7Srf3t7eeK6biZKSEnbs2MHy5cvJz89n+PDhbN++ncmTJ1v886+rqyMxMZFVq1YxdepU0tPTrXYUpJQsWLCAo0eP8tFHHzFw4MBO13vhwoUcPnyYLVu2dFqgoYeIdFBQEH/5y1946qmnWLp0KUlJSZ0+53PPPUdWVhaNjY1mbckGhgwZgo+PDwcOHDD6npqi0WgYNmyYRZEODg7Gzs4ORVGs1kej0XDHHXd0mUjDf+3lGzdu5OWXX7b5uAULFnDixAmSkpIYMWKEWXHtKjQajdHUcbOg1+uNgm2wyZqum9ppDcsbk06n48KFC8Z1nU5ns1nC2dnZKNimpiDTZDATeXp64unpiZeXl3Hd3d29W0w+hYWFHDp0yJgM9/zo0aN55513iImJsfrEkZmZycyZMzl9+jTz589n7dq1Vn+bACkpKaSmpvLqq68yffr0Trdh/fr1bNiwgd///vf86le/6vT54Da3SZsipeTJJ59k8+bNZGRkMGHChJ+s7KlTp/Kf//yHvLw8s/vj4+PZunUrZWVlZm/CgQMHEhERwdatW62WEx4eTp8+fcw683eUcePGkZ2dTV5eXrt6aLW1tURGRpKVlcWxY8cYPHhwl9Wpp6LX642ibeoLfeO6qY3adKDRkHQ6ndVy7OzscHd3N4r2jenGgUfT5OTkhEajMU5+sbe3N67rdDpKS0tbpYsXL/L1119TUFAANPujP/jgg0RGRvLQQw8xcuRIq+Lc1NTE6tWrSUxMxNPTk9TUVCZOnNjm9dy/fz8TJkwgJiamw6Y5Uw4dOsTYsWOZMGECn3zyidUn9sLCQsaPHw89feDwRqqrq4mIiKCkpITvv/++0493DQ0NHDx4kLFjx1q9id555x0WLlxIXl6eWZPH+vXriY+PJz8/32hbNiUqKoqSkpI2J6rExMRQUlLC8ePH290WS+zevZtJkybZNKHmRoqKiggPD0dKyQcffEBUVFSX1Uul4+j1eiorK1t5kJimsrIys5+Xl5dTWVnZZXVxc3PD19eX8PBwxowZQ2RkJEOHDrXZJFlYWMicOXM4cOAAsbGxbNy4ET8/vzaPy83NZdSoUfTp04ejR4/i7u7eqXYUFBQwatQovL29OXbsmNUnu9zcXCZNmmQYXO3ZA4c34uLiwrZt28jJyekS+1taWhrz5s3jxIkT3H333RbzGdzRLNmlhw0bBsCZM2fMirQQgkOHDjX7TFr5M+jdu7dFs0lHiY6OJjg4mDVr1rRbpAMDAzl48CAzZswgOjqaF154geTkZIuj8Tc79fX1RnOEwUxhyf5t8G6ws7NrlQwDk4ZkGKA0DFKaDj7a4u7WXuzt7fHy8sLLy6tDxzc1NVFVVdXCU8TQw6+rqzPa/ZuamlosDYLs6+uLn58fPj4+ODk5dbgdH374Ic888wx6vZ7U1FSefPJJm65VUVER0dHRSCnZuXNnpwUamp0J6urq2Llzp1WBrq6uZvz48VRUVNg8ztOjRBqaBU8IATR/WZ15Apg4cSJ2dnbs2rXLqkgb/Hv//e9/m7VLG+pjyU1v4MCBVFdXU1paarWX4OPjw9WrV9vZCutoNBoWLVrEc889x1dffcV9993XruNDQ0M5duwYv/3tb1m9ejUHDx7kH//4R5e7RXaEa9euUVBQQEFBAZcuXTLGyzBNpaWlRle1hoaGbqmnwWvEzc3NaGowXRpMEwbh9fb2brHu4+PTpm22PWg0mm4baLzRn/7ee+8lLS3N5gG/c+fOMX78eMrKyvj0009tjiFijcuXL/Pll1+yZMkS42/ZEsuWLSM3N5dt27aRmJho0/l7nEgb+Pzzz4mNjWX37t0dtk/7+flxzz33sHv3bpYsWWIxn729PeHh4XzzzTdm9/v4+ODh4cH58+fN7jdMxCksLLQq0l5eXtTU1FBXV9elvdW5c+fy2muvsXLlynaLNICTkxMpKSmMGzeOefPmcffdd/PXv/6VWbNmdVkdzSGl5NKlS2RlZZGdnc358+cpKCggPz+fgoICs39oLi4uxrgcd9xxB4MHD8bT07OF98WN7nMGf2xTv2yDKJqbQdbU1NTCe8TUq6S2traV21tNTY1xsNFgfy4rK6OwsLCFTdoa3t7eLdplWBqCSwUEBODv70+fPn3a7R3yU1BbW0t6ejqrVq3iu+++IyAggD//+c8kJCTY/Ad0+vRpxo8fj5SSAwcOWO1YtYfPPvsMKSWPPfaY1Xw5OTmsWLGCmTNntitwk02tE0KsBu6hecpqgqIo5tXmFmLMmDH8/Oc/Z86cOZw7d67DvYKJEyfyyiuvUFxcTJ8+fSzmGzVqFG+//Tb19fWtnPbt7OwIDg62SaStTSwxRBwrLy/vEn9wA66ursTHx5OcnGzR39sWJk+eTHh4OHFxccyePZuMjAySkpI63ZtpbGzk+++/N4qxYZmdnd3Cfuri4kJQUBD9+/cnIiLCuB4UFERAQAB+fn64uLh0qi7dRWNjIxUVFVy9epWysrIWS9Mng8uXL5Odnc2hQ4e4cuWKWR9zPz8/AgICCAwMpF+/fi1SYGAggYGBnTJTtIfS0lLWrVtHSkoKly9f5he/+AWbN29mxowZ7YpKePz4cSZMmICzszP79u2zKUiarezatYu+fftanSkppSQhIYFevXrx1ltvodfrbT5/myIthBgDhCiKcq8QYjDwHtC18fu6ARcXF/72t78RERHBm2++yZ/+9KcOnccg0hkZGcydO9divlGjRlFfX09mZqZZoQ0ODrY44Gcq0tYw2BjLysq6VKQBnn32Wd588002bNhAcnJyh8/Tr18/9u/fzx//+EeWLVvGli1b8Pf3Jzw8nPDwcEaOHEl4eLgxdKth+vTVq1eNqaSkpMX04pycnBamiICAAEJDQ5k1a5ZxZltoaCgBAQE/eqS97kKr1Rqj79lKY2Mjly9f5tKlS8ZogIblxYsXuXDhAl9//TVXrlxpdayfn59RtE1F3N/f39hjb4+ZxfDUc+bMmRYTlzIzM42R+RYvXtyhaIn/+te/iI6Oxtvbm3379nWJL7SBuro69u7dS1xcnNV67dq1i88//5yVK1fi7+9PUVGRzWXYcgXHAv8LoCjKd0IILyGEu6IolYA9QHFxsc0F3kwEBAQwffp01qxZQ2xsbIdmbnl5ebFr1y7CwsKsXnh/f3+0Wi2HDx82K6CGLy4/P7/VjS2lxM3NjezsbKtlNDU1odVqOXfuXJfHuLCzs+PRRx/lvffe4ze/+U2nYys//fTTxMTEkJGRYfwx7tmzx9iz8/X1RUpJeXm52V6HRqPhzjvvJDg4mIcffpjg4GCCg4MZNGiQ2aciKSU//PBDp+p8u2KIm22pJ1hbW8ulS5coLi5uFd41NzeXI0eOWPT48PDwwMfHB29vbxwcHFpGdwOj6Sc/P79FvG8/Pz+EEMybN4/HH3/c+LTV3u8wMzOTGTNm4O/vT3p6Oo6Oju0SyLY4cOAAtbW13HfffRbPW19fz6JFi7jrrruYMmUKRUVFpprZphtLmy54Qoh3gU8VRdl5ffsw8JSiKOeEEA8Ah9vRJhUVFRWV//KgoihHrGWwpSd9Yx/ejmbbNMA3wIPAJcB2I4uKiopKz8Ye8KdZQ61ii0j/AJiOiAUAxQCKotQBVv8FVFRUVFTM8r0tmWyZB7kXmAYghBgBXFQUxbq/j4qKiopKl2DTtHAhxJtAJNAELFAU5dT1z28717yOIoQYCuwEViuKktLd9elOhBBv0WwG0wLJiqJ83M1V6haEEC7A+0BvwAn4H0VRdndrpboZIYQzcBZYqijK+91cnW5BCBFOs1YYfG4zFUV53lJ+m/xjFEVpFQLtdnXN6whCCFfgHWBfd9eluxFCPAwMvX5f+ADfAj1SpIFJwHFFUd4SQgQB/wf0aJEGXgVa+/T1LNyAbYqiWA90fZ3OhH1q4ZoHeAkhOj8J/takDogGLnZ3RW4CDgGGmI9lgKsQ4sd7ZfZNjKIoHyqK8tb1zX5A1/l+3YIIIUKBwUDXhWm8NWnXzLnOTAvvA5ww2S65/lnXhci6RVAUpRFobGvefk9AURQ9UHV982ngs+uf9ViEEF8BgUDb8TNvb1YCzwGtA9j0LNyAB4QQnwOuwBJFUb60lLkzPWlrrnkqPRwhRCzwFM0/yh6Noij3AY8BaUKI23PKYxsIIWYDRxVFMR9UvWdximabfBTNHZkPhBAWZ4d1RqQtuuap9GyEEI8ArwBRiqJUtJX/dkUIES6E6AegKMpJmp9c2w52fHsSA8QKIb6meN6+4gAAARRJREFUWZheE0KM6+Y6dQuKomQpivLJ9fVzNOumxTdad8bcsRdIAjaornkqBoQQHsAKYJyiKF0bN/XWIxIIAhYJIXrT/Jhb2r1V6h4URTEGIxdCvAHkK4ryRffVqPsQQswD3BRFeVsI0Ydm7x+L8907LNKKonwlhDhx3d7WBCzo6Lluda671KwE+gMNQohpwJQeKlIzAF/gIxMb/WxFUbrmNea3FuuB1OuhFJxpdl9t6uY6qXQ/O4D06zrRC4hXFMXi24s79fosFRUVFZUfl5/+lcAqKioqKjajirSKiorKTYwq0ioqKio3MapIq6ioqNzEqCKtoqKichOjirSKiorKTYwq0ioqKio3MapIq6ioqNzE/D+ajshhNpOR5gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(X, Y, Z, colors='black');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Notice that by default when a single color is used, negative values are represented by dashed lines, and positive values by solid lines.\n",
    "Alternatively, the lines can be color-coded by specifying a colormap with the ``cmap`` argument.\n",
    "Here, we'll also specify that we want more lines to be drawn—20 equally spaced intervals within the data range:\n",
    "\n",
    "图中值得注意的是，当使用单色绘制轮廓图时，虚线代表的是负数的数值，而实线代表的是正数。而轮廓线可以通过指定`cmap`参数来设置线条的色图。下例中展示了使用色图且绘制了更多的轮廓线的例子，会在整个数据范围区域内等距分布有20条轮廓线："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contour(X, Y, Z, 20, cmap='RdGy');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Here we chose the ``RdGy`` (short for *Red-Gray*) colormap, which is a good choice for centered data.\n",
    "Matplotlib has a wide range of colormaps available, which you can easily browse in IPython by doing a tab completion on the ``plt.cm`` module:\n",
    "\n",
    "上例中我们选择了`RdGy`（*Red-Gray*的缩写）色图，这对于聚集的数据来说是一个不错的选择。Matplotlib有大量的颜色图可供使用，你可以通过在IPython中对`plt.cm`模块使用TAB自动补全方法就可以看到：\n",
    "\n",
    "```\n",
    "plt.cm.<TAB>\n",
    "```\n",
    "\n",
    "> Our plot is looking nicer, but the spaces between the lines may be a bit distracting.\n",
    "We can change this by switching to a filled contour plot using the ``plt.contourf()`` function (notice the ``f`` at the end), which uses largely the same syntax as ``plt.contour()``.\n",
    "\n",
    "上面的图看起来比第一幅图好多了，但是线条之间的空隙还是有点让人混淆。我们可以将上面的图改为填充轮廓图来解决这个问题，使用`plt.contourf()`函数（注意函数名最后有个f，代表填充fill），这个函数的语法基本上与`plt.contour()`保持一致。\n",
    "\n",
    "> Additionally, we'll add a ``plt.colorbar()`` command, which automatically creates an additional axis with labeled color information for the plot:\n",
    "\n",
    "并且我们加上了`plt.colorbar()`函数，这个函数会在图表边上创建一个颜色图例用以展示颜色所表示的数值区域："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(X, Y, Z, 20, cmap='RdGy')\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> The colorbar makes it clear that the black regions are \"peaks,\" while the red regions are \"valleys.\"\n",
    "\n",
    "有了图例，很容易可以看出黑色区域代表着“峰”，而红色区域代表这“谷”。\n",
    "\n",
    "> One potential issue with this plot is that it is a bit \"splotchy.\" That is, the color steps are discrete rather than continuous, which is not always what is desired.\n",
    "This could be remedied by setting the number of contours to a very high number, but this results in a rather inefficient plot: Matplotlib must render a new polygon for each step in the level.\n",
    "A better way to handle this is to use the ``plt.imshow()`` function, which interprets a two-dimensional grid of data as an image.\n",
    "\n",
    "上图有一个缺点，那就是图中颜色的阶梯是离散的而不是连续的，这通常不是我们想要的。我们可以通过设置很高的轮廓线数量来改善，但是这会导致绘制图表的性能降低：Matplotlib必须在每个颜色阶梯上绘制一条新的轮廓多边形。更好的办法是使用`plt.imshow()`函数，它会将一个二维的网格图表转换为一张图像。\n",
    "\n",
    "> The following code shows this:\n",
    "\n",
    "下面的例子展示了该方法："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower',\n",
    "           cmap='RdGy')\n",
    "plt.colorbar()\n",
    "plt.axis(aspect='image');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> There are a few potential gotchas with ``imshow()``, however:\n",
    "\n",
    "> - ``plt.imshow()`` doesn't accept an *x* and *y* grid, so you must manually specify the *extent* [*xmin*, *xmax*, *ymin*, *ymax*] of the image on the plot.\n",
    "> - ``plt.imshow()`` by default follows the standard image array definition where the origin is in the upper left, not in the lower left as in most contour plots. This must be changed when showing gridded data.\n",
    "> - ``plt.imshow()`` will automatically adjust the axis aspect ratio to match the input data; this can be changed by setting, for example, ``plt.axis(aspect='image')`` to make *x* and *y* units match.\n",
    "\n",
    "然而，在使用`imshow()`的时候也有一些坑：\n",
    "\n",
    "- `plt.imshow()`不接受x和y网格值作为参数，因此你需要手动指定*extent*参数[*xmin*, *xmax*, *ymin*, *ymax*]来设置图表的数据范围。\n",
    "- `plt.imshow()`使用的是默认的图像坐标，即左上角坐标点是原点，而不是通常图表的左下角坐标点。这可以通过设置`origin`参数来设置。\n",
    "- `plt.imshow()`会自动根据输入数据调整坐标轴的比例；这可以通过参数来设置，例如，`plt.axis(aspect='image')`能让x和y轴的单位一致。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Finally, it can sometimes be useful to combine contour plots and image plots.\n",
    "For example, here we'll use a partially transparent background image (with transparency set via the ``alpha`` parameter) and overplot contours with labels on the contours themselves (using the ``plt.clabel()`` function):\n",
    "\n",
    "最后，有时可能需要将轮廓图和图像结合起来。例如，下例中我们使用了半透明的背景图像（通过`alpha`参数设置透明度），然后在背景图层之上绘制了轮廓图，并带有每个轮廓的数值标签（使用`plt.clabel()`函数绘制标签）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lyZ0T6k6udzO09W53EtQ/YunvFwGICBR46uKJVeUQrHMziB4+gOzsHH479gvbtm1j9OjRKuddkUjE5MmTSU5OZsWKFTg4OFCvXj21cQu7MUDB+zRgwADkcjkJCQk8eqTtF1nYAbbgHP3vlxKFn5mTkxNpaWlIpVK1d0Lz/dAcR9fiV6ZMGVxcXDh58iRhYWFa7abiyZMnRTpz6oJcLj8LNNZ3nlwuPw68p+P458WepAbMx0mJdXNSSnHPXJwUFFhSHj9+bFCUEwQBe3t7Tp46XeR4ySkpKr2TPtjb2+sUWU2BlZWV0YrfBQsXUqduXXr27MnMWbPYvXs39+/fN+rcyMhIMjIy+Pnnn42eW9u2bfHx8SE6OlqLmI0fNw5fX18GRQ0mp9CiYW1liUKh4OfLF3ieZjq36erogKODPfGPEsjPz+fYydNUKBeCVCpl4MCBah+QRCJh1qxZVKpUiXnz5nHu3Lkix7exseHrr7+mdu3aJs/REDIyMgwSgOJAJBJRv359Dh8+rNPPy1SULl0aHx8fvZuG8+hbgRIX95SK87Q0/USquGW1PD09ycjI4Plz/V77FhYW1K5Zk1OniyZST58+w03D61cTMpnMbETK1tbWKLFAoVAwb9484uLiOPLLL4wfP5527doREBDAhg0bijw/NDSUqlWrsnfvXqPvsVQqVZn5J0+erNYmk8lYuGABf/31F19v2aHWdv9xImM2rGbePvXjxYW7qwvNGoYxYdZ8Vq7fQsyooSxevJgzZ84wbdo0tb62trYsWLCAMmXKMGPGDP7+++8ixzdRMWwU7t27h5eXl9mu0alTJ9LS0jh69KhZxgPTxb3/Jsw2o+oBZZnauQfOGhyJIcW5s7MzeXl5xZbjlXFw9+7dM9gvLKwuFy9d1vKm1sTTZ89wcXUx2Ecmk5lN32BjY2PUWJcuXeLBgwd8ERtL3P37JD1/zm+//Ua9evUYOHAg165dK3KMLl26EB8fz4ULF4yeX0hICFFRUezatYt9+/aptbVr15bWH37I9FUbeJDwWonu5+lBj4ZN2fnnKc7euak5ZLHQsXU4g3p+zNezJlO1Yqgqpm/BggVaXud2dnbExMTg6urKF198YbTbRUng7t27qnfTHKhRowaBgYHs3bvXbGOWkAtCicJsRKqMqxutqtVCpmElU+6n6rHugW6Z3BCUL0JRYk9kjx6IRCLmL9LvjZ+ZmUlGRgauLv8skTKGK9v7ikC0alXg8O/o6Mh7773Hpk2bsLGx4T//+Y/OkKPCaN68OQ4ODsV+0T/99FMqV65MTEyMmgVWJBKxaNFC8vMVjFmwTO2cAc3C8XRyZuq278kxLtpeL3y9PXEtFMs4Y8YMKlasSN++fbUWHScnJ2JjY5HJZEyePNlocTglJcVo62dRePnyJY8fPzYrkRKJRHTq1MkoDtFY/Bs5KbMpzpPS07id8Aj3Sm7Y2bx2jJS9su6lpaaoQmOUykZluEl6erpO5XlhFPaJcXFxwcLCgjt37qgpoDWV0f7BAl27dmXFylVET5xUEMCbq97nWWKBgtXVzQ0sJOiK4RSLxdjb25Oeno5YLDZKca4pXhVW/FtbW5OcnKyl9NZ8Qfbt2U2NatXwLOUAWa8IZH4O3s62rFu5lFYR/yE6OlrNO1szSBmgXbt2bNiwgezsbDw8PLQIpC694IMHDxg0aBCDBg0iNjaWr79+bdWztLJmwrgxRE+eyi8PX/BheHMAgpPTmTOsPx9PmcXmv07wn0rasW6PXqr7Kd29l6y2L/1D27fNtcF72Ith+6ol1G7RjujoaA4dOqQKSZFKpfj5+bFy5Ur69u3LpEmTmDZtGoGBgaoxNF1dHj58yOHDh7l9+zaBgYG0aNFCy2lTM0hcl1JZ+c5dv34dhUKh02Nb8/3QfE91ubYoFf8NGjTg4sWLZuMQi+KW/l9zUufv3KLfikXcjle3mijFvdRU3eIeFMQoFQcWFhZ4eHgUKe5BQYqP9PR0li1bprM98ZXfj2YkuiaUeiRzlKU3RieVnp7OydNnCG+unW4GoEWz9xk3egRr1qzRikvTREREgZX4hx9+KNY8g4KCaNOmDXv27NEyhY8aGkWoEMLgkWPViF7LurXo364VoX5linUtYxDoX4YNyxZy9epVhg0bpvUslIRKGben6e9VGNu3b6dq1apMmjSJZ8+eqbivlJQU7t69WyyuOT8/n40bNyISiShXrpxpP04PnJycGDhwoNnGUy6y+ra3kZMy24yULgiaXsCW0oKAXF2Kc+Wqb4r/kbe3N3fv3i2yX8WKFXn//fdZsWKFTg/l+3EF/j1livAstrGxIS8vzyzhLHZ2dkU6scbHx5Ofn085IURvnykTPqdTp06MHTtWjZvShKenJ02bNmXbtm3Fdp6NjIzEzc2NYcOGqYmWlpaWrFiygPtxD/h8UqzaOTMH9qZdAy1rtFnQoklDoqOj2bp1K998841Wu5+fH6tWrcLW1pbPP/9cpzNkXl4eDx48oGLFAteUp09fpxLavHkz69evZ9KkSRw/fpy8vDyDPm0KhUKlK+vfv79OTvZtwr9R3DO7dS8nV50QiESiAvN9uvk4KSggUnFxcUWGOQAMHDiQ+/fvs3//fq22u3cLuDF/fz+DYygTrpnDHKx0ZzBE8JRxZl4a+YsKw8LCgnXr1tG0aVNGjRplMDatd+/evHz50mgvbSVkMhljxozh3r17TJ06Va2t3nt1GPJpf75esYrjJ35Xa1MoFKw/fphvj/5UrOtp4vQ1OUtWrlU7NnLkSFq0aEF0dDSndVhvvb29+fLLL7G1tWXcuHFahEqhUFCxYkXu3r3LuXPnsLW1VXHmBw4coEGDBnh6ehIaGsqxY8eYOnUqc+fO1UnwtmzZwg8//EDXrl3p2bPnG/3WfwL/04pzfUQKwN7OjjQd4p69vT0SicSkcBMfHx9yc3ONyt/Trl07PD09dYp8V69dQyaTFbkCKomUsf5NhqD0yTJEnJUEx9tLP5GCAn3M0qVLyc7OZty4cXr7+fv706xZM7Zu3Vrs+12lShX69evHd999xy+//KLWNi0mmgB/P/pGDVMLiRKJRFx7+IClP+3lxiPTcyxtOHyUERO/4LfTr3VVYrGY5cuX4+3tTc+ePXVGH5QuXVovoZJIJISEhLBt2zZu3LihcnTdv38/9erVo1GjRoSFhbFu3ToOHjxIdHQ0YWFh7Nq1C4VCwYYNGzh//jw5OTl88MEH9O/fnyFDhryVH7gm/rc5KZUzpzZnY29vp5OTEolEODs7m0SklCljDXEPSkilUvr06cP+/fu5U0hE/PnIUVatXkP7tm2KfMHMSaSUmRkNiV7GcFJKBAUFMXLkSNavX28wjCIyMpKXL1+yZ8+eYs64QLcnCAKjR49WU7TLZDK+WbKAm7duM2PdZrVzRrf5CEdbGVO2btDynzMWUyO74+fjTY9BI0kppBZwcnJiw4YNpKamMmLECJ3PRUmoZDIZ48ePV8uqULNmTUaOHEn79u0RBIGMjAxCQ0Oxt7cnISGBmzdvcvjwYZo0aYKVlRXp6ek8ffqU48ePk5iYyJ9//sn8+fMpVaoUkZGR/woCBf/jnFSQhyfze/SnvF8ZFHn5apudTEZqSirk5UJeripxnEQioVSpUqSmpiKVStU2TYWeQqFQ25RE6v79+2RnZ5OdnU1WVpbapjyenZ1Nz549EYlErFi7HiytuSy/SddefQgNDWXpsuUgloJYqnUdxauEeEoilZ2drTNyXHPLz89X23Jzc1WbrW1BnODTp0/VjhfGo0ePcHCwx85aCrlZqk2RmqS2idKeIkp7yvgh/fHyLE1MTAwODg44OzurNnd3d9zd3alTpw6tWrVS5VZycHDAwcFBa675+fkkJCSobfHx8YwePZqnT58yZswYnmXmq7YqderTs2dPlu7YyzWRFKfadXGqXZdK1XyZ/WlvrsXHsf3yCXxDSuFqaaG2JefkqW1xN5+rbS8evmTxoL7cj49nQL8hPD91GvucZOxzkqkb4sOG5Yu4evUqM2fOxN/fn4CAAAICAvD19cXX15datWqxfv167OzsiI6O5t69e1hbW5OSkkJKSgpZWVnUrVuX3Nxc/Pz8kEqlLF68GA8PDzp27MjLly95+PAh+/btw8PDg9u3b9OiRQsaNmyInZ0dcXFxJCcnq7bCz1PXcwW07nV6errW9ujRI9VmLjcJKEgQ+OTJE72brgSC/22YjUg5yWQ0Kl8JV41MmFAg7unyk4IC5bkpyeSU2RCMTdfq6+tLq1at+HbtOubMm0+tumFYWFiwfds2rUyPuqA0R5uTkzL0Qrx48YJSOnK/64OdnYzZU2M4e/Ys8+bN09tv8ODBZGZmsn37duMn/AohISF07dqVAwcOaOn3YmJi8PYsTa+oEWRkvL5Hrd+rTUSD95i/dQePnpmW179OeYERnSLY8stxjl24rNbWunlTYmNjOXjwoF5/Ii8vL+bPn4+dnR2jR49W46gKw9rampYtWzJ48GCqVKlCtWrVOHToEMuWLUMikVCrVi2Sk5NxdXXl4cOHZGVllVjywpKCh4cHXl5eejfNvPtvA8xGpNKzXvLrtb949FT7RbS3t9PpggAFPk+mKM7FYjGenp46A0X1oVevXiQkJDD2s3G0DG/BpfN/UrZsWaPOVQb2msO6pzQYGMowqVAoEIuK93i6dIygQ4cOxMbG6vUwDwkJoX79+uzcudOkMJ9evXoRHBzMiBEj1HRB9vb2rF48j+u3bvPZFPXwldkDevPD5HF4uphu+RrVuQMLhgygQeUKWm1Dhgzh5MmTVKig3aZE6dKlmT9/PjKZjNGjRxtlGfbw8CA6OpqPPvqI/v37I5PJVJWOzp8/j7e3t1aFn7cd/9PiXsKLJIZ9u5w//tJezQo4Kd1uBqVKlTKJSEHBCmmMTkqJFi1a0DuyF6tXrmDb1i1apZAMwZwZNZUGg6KIVHHfF5FIxOLFi3F1dSUyMlJnqTAoCJXJyMhg165dxbsABfdhwoQJpKenM3ToUDVfpaaN6jN0QB++WvktP/1yTHXc3taWuuUL/IfkD+NM8jWTSiR8/EETxGIxjx4nqD0HkUhEQEBAkWMoCZXyNxibhtjV1RVbW1u8vLyIjIwkNTWV4OBgVVWbfxP+txXnKuuetgxuZ2+vpvQsDKVOysiihWrw8vIiPj6+WMGzK1cso1fPHsVeMcxJpMRisao0lyGYsqq5uLiwdOlSrl69ytKlS3X2KVu2LHXq1GH79u0mhfr4+/szefJkjhw5wurVq9XaZkz8nPJCCJFRI3mu8cxPXZUT+dUctp0yPZ/TkxfJVG0czqQZhh1YAZ36IE9PT2bNmkVGRgYTJ04sNjfp4+ND+/btVUUu/m0oocycJQqzhcVILAqGysnJBQ2iYS+zJTU1DUVeDiKRSC2sxNXVFYVCQUZGhlr9PU2KrosQeXh4kJ6ezrNnz3BwcNAiILoIiqWlekFLY3UKSnFPqTgvDGPySemqFff48WO1ORY+R/W/RnWb/AwNS2im+kdm6S6hbbMGhH/QlJkzZ9C320e4urqp9UlNTWXo0KF8/PHHHDp0iKZNm2rNX5O7jYtTT2rXsGFD6taty6RJk/Dz88Pf3x9paCjY2bHsm5U0bdqU6C3b+X7FItX9Ca9dg/e37mTx/h20qF+Fiv5+iG+p6yOTsrUXK+lV9dxQH9auzpeLl1Lbw4Um1avgVLOW+i3JfMnevXuJi4ujTZs2hIWFqaVQ8fb2Ztq0aYwZM0blA2VpaallZda8B7oWUs13TJcfnea7q/m+6Bq38LXNlWwRKJJb+n/NSUkNcFIO9vbk5ubqfIDK0lamKM+VhRqLI/KZisJEyhxwc3Mzq9VGE7O+mExKSiqTp8/S2V6hQgWaNWvGunXrTHIBEYlETJgwAVtbW2JiYtQ+1sqVKzNx4kS27T3It5tfV60Ri8UsiOqPk52MgfOXkJphmhFiar9elPPzZdDcxTzVICQKhYIh4ybh7+9P37592bdvn85sETVr1mTcuHFcuHCBadOm/esU4KYiKSmJZ8+e6d3extqSZvSTepWZU8eq4OBQ4Lyoy8KnJFKmep0DZinIWBSUK4wpYqkuKJX++kRVmUxGevR2GHQAACAASURBVBEZDgyhUsXyDOjTi69XrNKbEG7QoEHY29sXy/hQGC4uLqqqLpohKlFRUTSpX5dhE75AfvN1cKyrgwNfDxvE3YREhn613CTiYGttxcrPhvMiNZ1hC5ep3cOjv/1B5fLlaNWqFUFBQdy/f1+vRbZ58+YMHDhQp9j6/xVubm6ULl1a71a4HH1hCIIwXxCEPwRB+F0QhFqFjnu/SiWs3O4LgtBNEISOgiDcLHQ82tQ5m41I2dnYsqzvYFrX05bVHV55WOuy8CkDe02h4Mq0GP8EkVKKqOZacb29vcnMzNT7ux0cHEh+w8IP0ydPxMPdjaFDh+rUzwQGBrJnzx4EQTD5Gg0bNqRt27asX7+e3377TXXcwsKCtYtmY2NtxcefjiAr6zUHGlY+lCk9P6Z+xfIm60BC/csQ0/sTrCRSNQNBbm6eqvRWdHQ0lStXplq1aigUCk6dOqWlg+rWrRutWrXiu+++Myq7578dplj3DFUilsvl8XK5vLFcLm8MNAPuA7sAO2CJsk0ul0/TGthImFXcq11WwEtH8jgH+wI/JF3K8zcR96ysrHB3dy8yqZ05oOSkzEWklAGt+gisg4MDGRmZb6Sod3R0YOHsmVy+fFmvEr2oFDnGYNiwYXh5eTFgwAA1jtirtAerFsziwpWrfPaFutjZp2Vz+rRsjkgk0qkiMAYD2rVi1bgRailVGterS0paGl9++SWpqamMHj2anJwcYmNjOXLkCLNnz+bq1auq/iKRiBEjRuDv78+cOXPeSmdGc8JE615TClUiBpwFQXDQ0a8X8KNcLk8DDOfjLs6czTWQQqHg4MWz/HX7rlabUtzTRaSUMXOmVgf29vb+R8U9c3JSYJhIAW/MTXVs34bw8HCmT59uVGobU2Bra8vkyZN59OgRY8aMUWtr/UEThvbrxZLV69i+T7s+35mbcjrOieX+0+Lr55Qr/43bd+jYawAvkpORSqXEfj6KZs2aqZ7Z4sWLkclkjBs3jubNm2ulcLG2tiY2NpaXL18ye/Zss4n0byNMJFLGViLuC6x69b8d0EEQhJ8EQTgkCEIVU+dsNusewPjNaxkl6kgFjYwCDrJXnFRyMuTnqa3eEomkQLR59YIpoZlYTteLk5ubi5eXFydOnCA3N1fLL0iXklszUb4me6uPCCnnk5eXZ5QFpCjrnlLprwzr0eyjCkJOSVOzzilequtX8jT2UWjPf+miBVSoWp2YiRP4cctmrWT7uqxHmnocTTFJs5y4TCajT58+rFixgipVqtC8eXNVbqWYmXP57dxl+o6awJm9Wwj0e50Wp3biE7K35BD9/Wr2TotB8kjbtyslV/03JV5RJ2j3LG6w5+DP9OzVn7UTxiASiahXrRp+UZFkP7rJ3+fPsHpDQWFTa2trbt68qSqLpsy15enpyYgRI5g5cyZbt26ld+/eRd4D0H7HdHG+mnpHzXdQ1/uk09JrBihDd/RBj0tKkZWIBUF4D7gml8uVq+oR4JRcLv9FEIQGwDqgsilzNhsnJRKJkIgtdFv3HJQfnG5T6vDhwwkPDzfput7e3iQnJ5ulcKchKImZOZLeQQH34ezsrFdUVbpjPDODtcXPrwzjPhvD9p27OPSz/jp1KSkp3Llzx+Q0yZGRkVSqVElVZVgJS0tL1q5di0gkosunI3hZKFuCr7sbK0YM5mb8QwYt/NqkQOTa5QUmRn7Mnt9OsenQ6ywNPl6eKBQQ5O/Hd999x9GjR1m+fDnnzp0jMzOT+Ph4Vq5cqSIs4eHhhIeHs27dumLlhP83wcXFRRXLqWtz0Z1G25hKxK0BVVkiuVx+Wi6X//Lq/18Bd0EQLDABZnWKkFpY6EzVotJJ6SFS4eHhVKpUyaRrlilTkAFS04/H3FASJ3P6kfj7++sNz1ByO/EPTbO8aWLU8GEEly3L4GEjdLqC3Llzh3nz5nH69Gm++uorvd7qhiCRSJg+fToWFhaMHz9ebQw/Pz9WrFjBuct/Mzxmutp59StWYFrvHhw6d4E5u380aSGI6tCG9yqGMm7ZGh48ee1X5eTowNghA3j27BmZmZm4uroyYMAAmjZtyuDBg7l165YqOB1g6NCh+Pj4MG3atCLzx/8bYaK4Z0wl4lrAReWOIAgTBUHo+Or/isATuVxukhxtXiIl0cNJqUQX83M7vq8yapY0kVKy3Ob0yPXz89NLpFSWy0emlS/XhLW1NUsWzufGzZtq+cqhIBvD2rVrGTx4MJ07dyY4OJhLly6ZdJ3SpUszadIk5HI5EyZMUGtr2bIln0X1Y+XGH1i7RT3AuVeLZnzaphU5ebnkm0CkxGIxS0YORqHIZ/YG9TTJdjIZI0aMoGXLljRv3pwqVQrUI4sXL8bKyorbt28zZcoULly4gK2tLePHj+fp06ds2rSp2PN422GKdU9XJWJBEHoVql4M4AkUlsPXAUMEQTgGLAf6mDpns+qkpBYSsnO0iZS1tTVSqVRvaMybwMPDA6lUanSFEFNREpyUr68vycnJpKWlaWVicHV1RSqVmo2TAvigWVM6d/qIhQsX0qFDB/z9/QFISEigdu3auLq6IpfL+eOPP2jRooXJ12nUqBFdu3Zl2bJlNGzYkDZt2qjapowewqnzl4gaH0ulUIHCSZsnfNyZR3eSEYlE5OXnq1JSG4sAr9L8OD2GioH6s6y6uLiwePFiHBwcuHnzJi1atODChQu0b9+eH374gYyMDMLCwmjXrh07d+6kUaNGRgeh/xtgqse5jkrEFzXaK2ns38VAxePiwKxEanHkp4RW80OhoegTKfJxsLcjObmgYoyFhbriUFfVV2MV51Bgzr93756WElOX4lyzTLkxIQoKhcIgJ2VMtRjNuWRlZal8xO7evUtwcLCW0tXLs3QBJyV5PWeFhmI8K1ldf5SboS2m2RQ6f/aYQew7cJDJkyezd+9eRCIRFSpUYP/+/ZQuXZqdO3fSu3dvfHx8yM7OJikpCXd3dy2vfl3W2MJWs5YtW3LhwgUGDBiAg4ODijMMCQlh9fpNNGjQgI4DRnB6z/e4FcqOILU6x+2Hj+gxYx7zovpRu1wIiTfUM2uk56nfg2fXXxueAi2cybiXQjwniX/ylHKvlPQOVQo+vvYNalDJxxV5YgpRUVHs2bOHtm3bEhoays2bNwkNDcXLy4uJEydy/PhxvvnmGxYtWoSFhYVOxbmmWKxLKa35Lmu+g5pVaTSPmdPaqIzdM9T+tsGs4p7g5YOvh26PVUcHhxJTbvv6+pY4J1US4p7yw9Xn8e3t5cUDM4f8eHm4Exsby4EDB1TVY3x8fPj888/Jzs6mefPmNGvWjOTkZBYuXMiOHTv48ccfixhVG1KplJkzZ5Kfn8+4cePUCLC7uzubNm0iMTGRLgOHaxFnRzsZuXl5dJ82hyt3TXuukV/MptP4L3SG3gQF+NG0aVPi4uK4evUqoaGh/PHHH6Smpqqer729PQMHDuTWrVvs3r3bpDm8jUhNTVVL0qe5mTNO0FwwK5E6fPkCR87qtoo4Otjrte69Kfz8/EhISChRRadyhTSH86MSRflKBfj5cfvOXbNdT4moqChq1qxJVFSUKhND6dKlqVq1qqom4Lhx4/Dw8MDPz48rV65w5cqVYl/H19eXmJgYLl++rFV2q3r16ixZsoRjf5xm9JSZam0uDg5snvQZ1laWfBQzjRuPi0+ox3b/Dw8Sn/Dluu/19gkLC6N69er069eP8+fPExAQQPny5VXtDRo0oEaNGqxbt85kP763DaVKlcLV1VXv9jZWuzGKSAmCYCMIwm1BEHoZ6rfyyEFW7dV22ANwcnQsEcU5QEBAAAqFwmCdtTeFkq3XZNXfBMr0vfqU/sHBQdyPe2CWbKCFIZFIWLNmDSkpKYwaNUp1vGzZsrRr146///6bBg0a0KNHDypWrEi3bt3w8PAwaZVt1qwZ3bt3Z8uWLVq51bt27cqIAZF89e0GVm1UV3b7l/Zge2w0UomEPssXcSdRu9iCIdQuX46erT5g6bbdXLmj34m1V69eDBs2jEGDBtGsWUGNQ6WoLhKJ6N+/P5mZmaxbt65Y139b8W9M1WIsJzUBKDJeQCqxKEjVogOODva8SNZPpBQKBdeuXWPDhg3MmzdPLXShKCgr1epLC2sOKHVK5iRSUMBt6POVEl5V1L1x85ZZrwkFWRA+++wz1q9fz/Hjx9XaPDw8uHv3LtevX+fUqVNs376d7du3c+TIEbZu3Vrsaw0ZMoSaNWsybdo0LavhzPGj+aBRPQZHx3LitHoRiUAvT7bFRlMtIAhXe11RGIYR06c7TvZ2jFiw1KBDpLL+XmHipISfnx9t2rRh//79Ja5S+Cfw/zIzpyAI5YDywN6i+kosLMjSE2vm5Gg4YPbcuXP8+eefhIaG0r17d3755Rej3Qrc3d2xsbEpUSKl1JuYm0j5+PjoJVIhZYMAuF4CRApg/PjxCILAhAkT1Li1wMBA2rdvT2JiIk+ePCE3N5cPP/yQdu3aYW9vz+XLlw2Mqg2JRMKMGTNwdHSkW7duakHVFhYWbPxqHv4+XnTsE8VtDZeLst5eLOzRD3sbGzKzs4l79lRzeL1wdrBn6oBIrKRSgwukEvo+0E8++QSZTMaWLVuMvvbbin9jZk5jFCxzgcFAkZUPpRYScnJzUeRr+Lnk573mpPLzsJCoWzskEgmnTp2iUaNGKh+W4OBgUlNTVTogXeEGha0eAQEByOVyNSuaLuue5jiaD0WXdUahUKjEPalUatRqo2nd0xxXSRRKly5NYmIiSUlJWpai4PIFObvlt++AZYG1R2Sh/sjys9R/T3aytre4QnFXbd9WWkBoLYGvp0+kacdPWLVqFdOmvQ5Ub9WqFQCXLl3iyZMneHl5kZSUxIMHD6hRowbZ2dlaVqnnz9WtcHK5XG1/8ODBxMbG0qVLFxYuXIhYLCY4OBhrR29+2L6T999/nx5zF3Ni9w+4lHqdAFFifR6AvjPn8+vFv/h20FDKefu8/s0Z2s8s+V7BXMKDK9GibEWsE+PJSHyt+5NV1F5sNMOFlM/I09OTfv36MW/ePO7cuaPmeKzpna+LY9N8xzQXOkdH7eIlhXOna1oH3wT/75LeCYLQA/hDLpffMdRPCUuJhCy94p4DqWlpes2pYWFhnDt3jnnz5jFhwgSuXbtWrCT3AQEB3Lhxo8SSl7m6uhIREaE3346pMJQNwc7ODh8fb65d1U7aZgj5+flcu//AKM/tRu/VJjIykgULFnDy5EmtdoVCwcGDB7l27RqrV6/Gx8eH9PR0Nm/erCUmFoXg4GDGjBnDb7/9xvLly9XagoKC2LRpE3fj4vmo9yCdHu9jP/4PEgsLus6fy9nbxnGXSh3MvUcJrN2jW1+qxJEjR/j8c013oAJ06dIFV1dXNm3aZLbQqP8G0tLSSE1N1buZUpyjpFEU2fwQaCcIwkkKIpwnCoLQTF/n6IgufDtulM4251elrvSJfIGBgSQmJlKnTh26d+/OiBEjVCEvxiAoKIj09PQS8zwPDAxkypQpKgdIc8HPr8DxUF+GgqpVqnCumHFkaw4couGwsQxa8DVpRijdZ86cibe3t6rIQGFUqVKFLl26cOXKFapVq0ZAQAAvXrwgIiKCpKQknYTNED766CPatWvHN998w6FDh9TawsLCWL1wFsdPnqbfqPFaxCDE15v9c6dSyt6OHovm88tfxoudK3fsZejsJVy/rz+tz6VLl/j666/5+eeftdqsrKyIiIjg+vXrJlk63xY4Ojqq1WTU3HRxdf9tGCRScrm8s1wuryWXy+sCK4Ev5HK59hN8hdJOzvi4u+psc1JW7dWjG7C3t6dSpUrUq1cPQRDIy8srllVL6RVcHIX72wAfHx8sLCz0hsfUrFmDa9fkRvuYKRQKVu79CTcnR7af+J1V+34q8hxHR0fWrFnDvXv3+Oyzz7Taq1evTseOHQkODubWrVvUq1cPOzs7nJ2dVb5exkIkEvH5559TuXJlYmJiuHhRzXGZrhFtif1sBBu27iB2ziKt88t4uPP9yDEElfZkwqYNenWgmhjapQNWUilz1unXK3366acEBARo+XUp0aRJE5ydnU0yHpiKuLg4Vq1aVXRHI/Fv1EmZdUa/X7/KGj0fhZNjAZFKeqE7TbBUKqVVq1YsX76cLl26EBMTw8GDB41OK1ymTBmsrKz+dURKKpXi7e2tl0jVrlULhULBWSOzRv56+Qq3Hj4ipmc39s2YwqB2HwLw6Okzg2JKvXr1GD58OKtXr+ann3Q/Q2Waj0ePHnH+/HkyMzNVlZ2LAysrK+bMmYOTkxOdO3dWq98HMH54FL26fETs3EUs/26j1vmu9g5sGDaStUOGYSWVkp+fX6QI5ubsRJ/2rdhy6BduPdDtd2VlZcWMGTOQy+U6CYOlpSVt27blr7/+0pk33dzIyclh6tSpnDp1ymxj/hute0Z7Jsrl8slF9fn50nlO3r5GZMsP1I4rcnNwtCuo0pL0/LkWtVaGxRw7dgyJRMKSJUs4c+YMhw4dokyZMtSuXVvnzSus3xKJRAQFBXHt2jXVKqhLca55TFMpqUtxrqlHM0YnodlHc4zCjqc+Pj7cvn1bKztBHhZUr1kbgFNnztGwcVPEtuoJD0UW6vfS086J/i1bEF65GtaWlihe5hN/PY73x0bzYe2axPb8BFC3gspCrQD4YsQADuzdzacD+nPqzJ9qOsHs7GyCgoJwcHDg1KlTuLu7ExwcrHL/AO1ip5qKdFBXpg8dOpTY2FgiIiJYvnw5VlZWKo54zpJlPEpKJeqzSbiuWc5H7VqrzpPanccdCHq1P2bGEpLS0pgZ2ROp0tCSqf4c0x8n0a/p+6zctodZK9bzbYUQrbnZBVenU9tWrGr6PtOnT6dNmzZqFYxSUlL4+OOP2bFjB3v27KFRo0ZaOhxjCnVovv/K3GGF4e7uzvz587l+/TpffPGF2fy0/t8pzosLqUSiNxWss5KTMsAZZWZmYmlpiaenJyKRCEdHx2KlDAkJCeH69ev/OsWm0mNel3jr4uJCUFAQZ86cMW4sd3cmdeuKdSELkr2NDS1r1WDlgZ/YcuxXvedaW1vz7VfzeZz4RCvDphJNmjRh7Nix1KtXT41AmYKAgABiY2O5fPky06ZNU3tuUqmUb7/9ljp16vBJ/8Ec1jNvhUKBjZUl3x//le5z5vHCQC4sD2dneoV/gKVUovcdEYlEzJ01g5SUFBYsWKDVbmNjQ+fOnTl58qSW9dKcuHDhAqtWraJjx47Ur1/fbOOmp6eTlpamdzM1l1hJwqxEylIi4aUBPymApBf6dSs1a9bE1taWr776CrlcTseOHVWOdsYgJCSEtLS0fySdsDnh5+encmbVhTp16vDHH38USXzTM19y+MJF4p+q+92KxWJiPulKvfKhjFqxiv2/6RcfalSpRPTIIWzatInNmzfr7CMWi822EDRt2pQBAwawd+9evvvuO7U2W1tbNm/eTEhQIB269+HcRe30MSKRiFEdIpjfvy+nrslpO/kL/rx+Q+/1Yrp3ZVa/SINiTcUK5fm4S2fWr1+v08s+IiICGxubEtVNHTp0CEtLS506wjeBg4MDTk5Oejdl2uq3CWYnUtl6iFQp5wLR4YUBTsrV1ZWWLVty8+ZNzp8/z9q1a7l48aLRte6U6WpLcoUrCShFnL/++ktne4MGDXj8+HGRYT9JqWn0nDufYzrGkUokrB41nIr+fvSImcnpK/p1KtEjhxAWFsbw4cP1XtOcuou+ffvywQcfsGjRIrZvV88z5ezszP6tG3B2dKRVp0+4ceu2zjE6NajP5nFjSc96SddZs0nW4Agys7JZc/AQPWbNM8pNZfCnA0hPT9fpwGlnZ0eLFi04cuRIiQXNX7t2jeDgYGQyWdGdi4H/ecW5tdQSS4lE50sgs7VFKpXyPMlwoOapU6do3rw5MTExjBo1ihs3bhgdkxcYGIhEIvnXESlXV1ccHR0NEimAX3/VL6oBuL1y83iixzhhb2vD+s9G07XF+4QG6HfvUMb2WVpa0rNnT4Mitzmi5sViMVOmTKFKlSoMGDBAS1Hs7eXJgR83kp+fT7N2/+HuQ92JAOsIAr9+OYu1o0fgKJOhUCjYeOwYi/bspuag4YxbuZZnKSk8MyLQvVbNGlStWpVvv/1WJ9fYqVMnsrOzOXxYfzpmU6Hkqt+k1Jg+/BsV52YlUv2ahnPvh+90UmORSISzowNJRYQnxMXF4eDgoLIaubu7G53dwNLSkqCgILMTqUePHvHw4cMS03WJRCLKli2rN9wkJCQEd3f3IomUlaUUJzsZiQYi9l0c7Fk0Zgj2tra8zMom8bnuHOre3t4sW7aMixcvMmnSJJ19bt26RVRUFKdPnzY4L2NgZWXF3Llz8fHxoUuXLty6pe6sWS4kmEPbvyctPYPWw8cTl6C7uoyttRVhoaEAXL53j+gN65i/ayfVygayfcoE9k6brCLmRSEyMpIbN26o1RNUokyZMtSrV48jR46Yraq1Es+ePePFixcqycCc+DdyUmZNegegyNPmohS5BSJgKSdHkpKSDCYBa9iwITt27GDz5s3k5ubi6upK8+bNdRIIXYnlgoODOXbsGFlZWTo5AM2QBM3UK4Wte+np6SxYsEClwPfy8tI7l6Lmpmk11JxbQEAA27Zt48mTJ9ja2gKoWfvCwsL49ddfEduppzWR2Fip7bs7OpKoIVJnPteoMJP9BIVCQbcv55CamcnhlfOxslRPPCirUJWPmtVjcP/eLPnqKxo1aqRWLCMvLw8/v4ICB8uWLaNRo0aqJH5KPH2qHWenafHTjLf88ssv6d27N+3atWPVqlU4OTkRFFRgxytToTpbf/yRDh0iaDM2lqMH9+Lt5YWlszZxT49LoIFvVX5fNh+xWEyQu7tae9YLbW7K4rm6a0KvXr2IjY1l/fr1tGnTBneNMQYMGECPHj04f/48zZs3B9C5oBZVO1HzHVRW4qlatSoymcwkNw9DeBu5JUP4R8mmk6Mjz/WIIkqUL1+ePn360KBBAxo2bEi9evW0skIaQkhICKmpqSaXDi+M69ev4+bmRtu2bWnQoAEPHjxgx44dbzyuLgQGBhaEs+hRnterV4979+5x975hj3p3Jyce6jD9a0IkEtGj6ftcvHOHobMX6yW8X06OpkrF8gwcOFDLm18qlTJr1iwUCgWjR482qXiDJnx9fZk7dy4JCQmMGTNGa8yqVatyYOc2Ep88pdmH7UhMfKJnpAKU8/MlxNfbpLlYW1vTq1cvdu/ereVeAVC7dm0CAwPZv3+/SePrgzL6ICRE203iTfHy5UsyMjL0brqKdID+Muuv2s5rlFr3Luqc4uAfJVIuzk5F6qREIhHnzp3jwYMH5OTkkJiYyK5du4zWfSiTlpkjdOHq1as8ffqUpKQkgoKCVDqvkoDyhTx//rzO9iZNmgBw4PBRg+OM7/wfvhr0qVHXbFmzBqMi2rPxwGGmrlqvs4+1tTXfr15GTk4O3bt313qJfXx8mD59OnK5nOXLl5tFJC7sjT5lyhQtHWedWjXZu20L9+Me0LxNexKfvXnZL32IiIggLy+PI0eOaLWJRCIaN27M3bt3zbIoKqEM3Da3GAkFPlmOjo56N10+W4bKrCtRqJx6Y7lcHm/MOcbinydSRXBSUKDrqFGjBs2bN6d58+a4u7sb7VYQEBCAjY2NWYhUt27daNiwIRcuXGD9+vUcPnyY0Ff6DnPDwcGBoKAgzp49q7M9JCQEf39/9v+s/bEURuUAf/w93A32KYxh7drSq00Lvly7WW8AbkjZIJYtW8a5c+d0msQbNGhAVFQUJ06cMFuq3Q8++IChQ4fy888/69SJ1Q97jx3fb+TGrds06zWE+ATDHJWpqF69Os7OznoV5LVrFzjbmkMvp4TSibYkSr6bqDgvqsy6rpLqxpZmLxL/KJFydnLkWRGcFBQkXTtx4gRnzpzhyJEjWFtbG50RwcLCgtDQ0DcmUi9evGDFihVs27aN+Ph4BEEgOjpapR8pCdSoUYMLFy7o9HoXiUR88MEHHD5+wqBYpVAo2PDLUQ4bGZQsEomYPzKK/h1aU7+q/tqHbdq0YeTIkaxZs0an93Pv3r2pW7cuGzZs0IrHMxUff/wxnTt3ZunSpVpluAA+aNqE/Tu2Ep+QSNOeg7kbbz5uRgkLCwsaN27M4cOHdXKJHh4e+Pv7mzV0RVUYtoSIlAmZOYsqs+4iCMIGQRB+EwRhqiAIIiPOMRrmV5zrYvfzCj46FycH0jMyyM3NxcrqtcJXU4QKDw/HycmJO3fuIBaLadasmc6KGvqU0+XLl2fjxo28ePFCpYRWQlOJqSlKKNuPHj2KjY0NH330EcePH2f79u3Y2dkRHBxskuJc8zq6WPkKFSqwZcsWLl68SLly5bSUsI0aNeKbb77h+PkrfNCsKQBWpdSJt2XCC1YcOEiQlyfh7xWoATKT1EW09Cfq4+bn5hP9YQRkwDP5I5LS0tAs4mRXsRozxw3n4tnTjBw5koMHD1KtWjW1PvPmzaNnz54sXryY9evX60xro/nhJWlUaNZ0N2nTpg2JiYlMnDgRhUJBs2bNCAgIULULlavz8+EjhLdsSbO+o/j50CGCg4NxcFJ36Mx9oqHX1GWIyVEn/lJxwQfbvFkztm/fTmJiolZ5K2dnZxo3bszatWsB3ZVfNEOiijKiKN9ZXYaHN0VRbgZ62ooqsz4e2ABkAjuBDkacYzT+WXHPSDa2VKlSVKpUidatW9O6dWs8PT2LpesoX748+fn5b8RN3blzh6CgIGrVqkVkZCRVq1Yt8WT8VatWBdDLidSrVw8rKyv2HTCcF6mWEMKfctPCg6Zs2kTHGTN4kaqdV0gikbBx5VI83Fzp0aOH1nO0tbVlwYIFiMVihg0bZpbcRGKxmEmTJlGlShWWL1+u01JWu3Ztjhw+TGZmJo0aNzZ7iXTlgnDs2DGd7fXr8ec22wAAIABJREFU10ehUOh0VTAFJSnumeiCYLDMulwuXyqXy1PkcnkOsAeoXNQ5xZqzKSeZCtdSxbv5hW9Yccym5cuXRywW69XvGIPWrVuzZ88e1q1bx6VLl7h69aoq91NJwc3NDQ8PD73+Ura2trzfuBE7d+0xSIAaVKrA89Q0fr9S/IwQLWvUIO7pU7qOn8rLLG1uz83Vha3frSQhIYHu3btrcYTe3t7MnTuXuLg4Zs+ebRblr5WVFbNmzeKrr77SWaMRCgj8saNHkUgkNGzUiINHDfuUFQeBgYE4OTlp+W4pERQUhKurq9mIo52dHfb29iWSDjsrK4uXL1/q3fSoEvSWWRcEwVUQhH2CICgfTCPgL0PnFBclQqT0fUDKlLAlsUIUhp2dHSEhISbrCRITE8nJyaF58+Zs376dAwcO0KdPHy0/mZJAlSpVuHTpkt57+FHHCO7eu8eZP/UT4A/r1MLZzo41Bw7p7aMPdQSBOb17c+LCZfpPm6szeqBmtSp89dVX/Pbbb4waNUprrjVq1GDq1Kn8/fffLFmyxCzZUh0cHIq8/6Ghofzx++8EBQXRtudA1mwufr1AQ9Dn6CgSiQgJCTFbtSKxWEzdunXNxpkVhkwmw87OTu+mKwzHUJl1uVz+FPgF+EMQhN8o0EP9qOscU+dcIvb09Yd+oXvz97WOu74iUiUha2uievXqfP/996Smpuo0qxrCiRMnOHbsGB9++CGRkZE8fPjwH8tYWKlSJX766ScePXqks7x3RLu2DBoynPUbN1O7Vk2dY9hYWfJx08acll8n14Tqt+3r1iVVmseEr1fj7e7GjMF9tfp06tSJa9euMWfOHMqVK0dUlPo7GB4ezt9//813332Hs7MzvXr1MrsTYUZGBsnJyXgUIl7e3t4cO3qUTu1b0290NPcexBMzasgbXys/P99grvHg4GBOnjxJVlaWmr7VVNSvX59Dhw5x//59sxb/MLWCsaEy63K5fDYw24hzTEKJKM7P37yFUMYHO2trnO3tcFYqzh0LiMXz58/VHrgu36OiPMNBWwFZWEFZrVo1Nm7cyKlTp2jYsKHquKafj6b4oCwt7uXlRVhYGFKplGnTpnHjxg2VD5YpnIExivP09HSVv9SZM2eoXr26Vh9vb28+/PBDvv9hKzO/nI2Ni7rBxNqlgEudPLi3KrdSdrL6tTI0ci29fKqdIqZb5bo8avmYOp7+PP37Ifm56sTOvnJ1Zn42lNvXrhAdHU1Ffy+atOmo1mfMmDEoFArWrVtHuXLl6N27txa3oblg6QrY1UwImJOTw59//snff//NnTt36NSpEy1btlTrs23PAaKiopi64GtuPHrGigWz1RYrRbq2b5VIokEMCn2w+fn5SCQSrfdFyXlUrFiR/Px8EhMTCX5VikwJTQOI5rPX5QOofPaHDx+mcePGWu2mwkTF+X8VZhf3Nh4+SlJqGj8eO8HXO/eyYs9+0l89JJdXMVP/BCdVrlw5rK2ti+2/olAoEASBGzduMGrUKHbu3ElmZmaJuh4Uhp+fHzKZTG+wMRSY5p88eaI3gyagIlDPk1PI1pPjyxBEIhGj20dQP7SAMD/TEXMpFov5bukiqleuRNd+g7R0aSKRiDFjxhAeHs68efPYuXNnseehCykpKWzfvp1u3boRExPDmTNnuH1bPTuCVCpl+fLlTJkyhR9++IGaDZpw7oLprhF5eXkGORDlAmYukS8gIAAPD49i55AvCv/G2D2zz+hm/EMWRPVnZv9IFg8dSG5ePi9eRZ1LpVKcHOyLJFKJiYn8/PPPb1Q23dLSkmrVqhWbSIlEImrVqsXMmTNp0qQJCQkJREREmIWFNwYWFhaUL1/eYG27Fi1a4OrqWmS2xqt37hP6n97sMTJhnj78+MfvVP24P+fl2h+gra0NOzesxtnRkU6dOmk53YrFYqZPn07dunWZNGmSWT6606dP0759eyQSCefPn+fhw4eqBHyFEweKRCI+++wzDh48SGZmJmHvN2f5qjXFtno+ffqUly9fGvyA3d3d8fLyMltwu0gkom7duvzxxx9m9TzPzs5WxbXq2krCy/1NYXYiZSG24MTlK9x9nMiFm7eRSiRqD9etlLPOOKjCuHDhAhMnTtRaHYuLsLAw7t+/r9cqowvPnj0jKSkJe3t7IiIi6N69u5pfzj+BqlWrcv/+fb2hFlKplE8++YTdu3cT/0i/VVfw88HP04PVPx96o3CV+qHlKWsg/s3LszS7N60lJSWFjh07auWlt7S0ZOHChVSsWJE5c+YYnWVUH2xtbTl79ixPnjxh69at9OjRA4CTJ0+yYcMGNmzYoCZCNWjQgPO//0rTxg35dNhI+nw6mGd6sj9o4vHjxzRp2gwrKystkVITXl5eZs0v1aZNG1JSUsyaDsbGxgZbW1u9m7mDmc0BsxOp4R3bEffkKTM2bmHj4aN0alQfT/fXTn1urqVITNSdZkMJJev8pkUVmjZtioWFBfv27TP6nG3btjF58mSio6NZtmwZs2bN4vFjk9w7TEbNmgUKcUOpWQYMGEBeXh7frNOdPRMKuJhBH7XlStx9Tr7BCu/h5MSRr+dQTdBW5CtRpWJ5NmzYgFwup2vXrlqmbJlMxrJly/D392fWrFmcM7KwhC6EhYXh7+/P8ePH8fPzIywsjPj4eKZMmUJGRgaHDx9m48aNapy4i0spdv2wmQmfjWHthk2Urd2IqfMWk2rAlysuLo5GTd7n7t277N29m1q1DMfI2traFqvCUVGoW7cu5cqVM3sG0H9TLikoASL1f+yddVhU2R/GP8OAgISkElLWxcTAwkQMTMy1A3QtsGPtwALFwEIwVlm7u7tbV13dMVDXdnVNVHJ+fwzDMsMUMKi7v32f5z7izLnnnrlx7vd8433vP39OB79aRA8OYXqvIDxdCyp8n9/WRutyz9nZGXt7+yzLeSvDxsaGqlWrsm/fPrWipBlx69YtPnz4QGRkJL179yZfvnx4e3vj7Jy9KvrswsPDAxsbG42TVKFChWjYsCExv6zRaKK3q++LrYUFSw5ol7bSBF1uYF9fXxYtWsSJEyfo0aNHpnNuYWHBhAkTcHV1Zdq0aWqLqXWBv78/fn5+6cmdERERtGnThv79+9OwYUNatWrF7du32bJlS/rEIRaLCR07il/PnqRODR/Gh8+mSKXazIpawouXfypYm3EPHlLLtw4vXrxg357d+PrW1jomMzMzvU5SIpGIwMBA/vjjD731+U/0Sek9uvfi9VvyiI0wczLhU0ICZiYm6WUxIFvunb5yQ+FkqIrclS1blmvXrqVHU1S1UX4IVJW4NGjQgJMnT3L27FkqVaqU6YHOuM+XL1/S34bymqzLly9TuXJljcdVBeWHWhu/FChKdpctW5YTJ07w9u1bhUhoxjaBgYHs3r2bzUfP0r7tDwCYOiq+AEyBoMb1mbl+M+9En3GysyXxo+I5+OtL5rEk/KUYBU2+rlhWkqpCqdqydBkCG9fm3YRRDJkwFTs7O+bOnatwLoyNjVm7di1du3Zl2rRpTJgwgQoVKqR/r8oVoByRzUjd06JFC+Li4siXLx8uLi7ExcVx8+ZN+vbti7OzM/ny5ePgwYMMGDAgXS26YNHirNuyg4sXLzJ+/HiGTZjKsAlTsbKyQhAEBEHgUFoG+969eylfvjyJySkqr3vG+1g+SSnfq8r3gvI9qGqJKJf5KleuHGPGjGH16szSXtnBf9E9oE45LxKTkog9cJgdZ85z/f4DvmQw/fPbWvPq1SutD7qXlxcvXrzI8VLLx8cHc3Nz9u7dq7VtiRIlcHd3Z/DgwUyZMoVff/01vcr9a6NcuXK8f/9eY2mPr68vRYsUYUFUtNo2AN0b1ufk3Bk42dnqe5g8ePac09dvKnw2sFcQP4X0YsmSJYSGhmbax9ramhUrVlCoUCEmTJiQo8oAOapWrcqqVavYtm0bt27dQiQSERISQmBgIAYGBjx9+jSTlePt7c2uXbs4ceIEERERtGvXDjMzMw4dOoSxsTH79u1TmQaiDvq2pED2cpa7P/SBfyJ9sN4tqc0nTnP8+g3KFy3M7cdPOHTlKoauDlT3lhWj2tvYkJqayl9//aWyAFUOeR3btWvXcHDIVvE0IHPa1qtXj127dvH69WutxPZ16tShTp06fPjwASMjI0xMTHQWKNUnvLy8MDAw4Pjx45QpU0ZlGwMDA4L79GLgkGGcPnMWn6pVVLazsbTAxlKWI6Sr4q8myPtITklhbMwKvIoWZu2BI4ROGo9rQZmi8ZRRQ3kZn0hYWBj58uVj4MCBCn3IJyq5EOyoUaPw8fHJ9piKFi3KqFGjSEpKQhAEvnz5gqGhIRcvXuT+/fukpqYybdo0xGIx7du3VyiOrlSpEpUqVVKZM5dVSKVSpFLpd/mwg2x1oel3aWMR/RbQuyVlapyH2l5l6FLPD7/yXliYmvIx/m8HZn5bWda5smqtMooUKYKxsbHGfCFd0bp1a5KSkrLkgLSwsFBZ0f61YGlpSYUKFbRGdroHdsXOzo7QyVO19jls0VI6T43IMTHdzcePmBa7lmHzF1O9TCmGdmiNT5mSPM1wTUUiEfPmzaNly5aMHDmSxYsXZ+rHxsaG6dOnU7hwYSZNmsSBA1kv48kIQ0NDTE1NsbKy4sCBA+zYsYMlS5ZQsWJF7t+/T7169WjQoAGRkZG58jDeu3cPJyen73aCAhlLg6mpqdrtW97z6qD3ScrSLC/X7z9g0Y7d3H3yjEqeAhbmf1svDvYyHmxtyzhDQ0M8PT31Mkm5urqmc6frozL/a6Fu3brExcVpTKEwMzPjp6GD2X/wEMeOay6qLVbQmaNXr3PkZs4CEuU8ClFeKMK7jx/p1UIm4/5b3EMePVVMmRCLxfz88880atSI/v378/PPP2fqy9LSkrCwMLy8vIiIiMhSJFYdHBwcCA0NRSwW07NnT4oXL45IJKJGjRpYWlpSvnx5DA3VC4RmF3fv3sXVVb0Kz/eCf9JSD3JhuedTojiFHBy4dOcuDtbWONraIBQXkKY5iuVKHS+ePYEUmdmprizGy8uLtWvXIhKJVFa/KzufNTmn27Vrx7Fjx9iwYQMdO3ZM/1zZN6bqDatsHmdHdl0ZqkprlI8jd9jv3r2bwMBAILOT1cQkP0E/9mJW5DxGjZvIyd2bM91slp9kE3P/nh355fBRwnduoX51b4zTzunnJ5nLMv5KVPyNX94rphTYfTbBRmTGqlV7+ZKUxMO4p4x3yM9fFy7yKSGBk9dukNe1IE3q1mbdrAm0jn9HcHAwixcvTv8tsvHL3twbNmxgwIABrF69GkNDQ3r37p3+O5RfaMp+H1UF6ykpKenCssuWLaNUqVJcvHiR48ePIxaLVb4kla0I5euqSt1XnmoRHx/P8+fPqV27ttb7Qfn+UdVvxpWGMudWTvCf4xx49OcrIjdvY9+Fy2w4fpJpa9az7dDfPDyO+WXO22c6OMRLly5NYmKiXigrPD09KVeuHGvXrlW7Jk9JSSEyMlKtGMLXhr29PWXKlOHo0aMa25mamjJy5EjOnDnDngPql4dGRobMGNKXBy9esHRfzlISnK1t6VStFr8/e0K+vHnpW7cRAI9e/sn6w8fZcvwMOw4eY2TYbBITk9gYPZu61avw448/phPEZYSxsTELFiwgICCA2NhYwsPDdYqi6oLmzZvz5MkToqOjsbKyStcx1KclJb9n3N3d9dZnbuCfmIKg9xG9i4/Hyc6WuSG9COvRjcGtW3Dt979ZEi3MzDAzM+PJE+0KMHKH8bVrmeW1s4P27dvz559/EhYWlmnZl5iYyKhRo1i3bp1eqWBzCl9fX+7evZuuIKIOXbt2xcPDg1ETp2p8uOv5VKReubLEHjycLYaEjHCwsia4XiOqFBGIe/mca/fu8+DZC+4/e06vZg0pU7wYVcp7YWJszK83JWxYNAs/Pz+6d++eSVIdZMvDn376iS5durBt2zZGjRql0srIKmxsbOjZsyfBwcHUrVs3XXpLn1bDuXPnEIlEmYqLvzf8E6N7ep+kTPLk4eXbdzx4/oJHf77iWtx9nPL/rccmEolwcnLUSV3DwcEBW1tbvfilQBZy7tixI3v37qVt27bs378fqVTKp0+fGDRoEIcPH2bAgAF07dpVL8fTB3x9fTEwMNBYTAyyUplJkyZx7bebLFyS2feTEZO7dmH7hLEYaqAeyQoMxWIqeBShaEFnXrx5i7tDAcoWLcybd+8oV7I4o6bPYfOegwyZFMGUKVOoU6cOQUFBxMTEZOpLJBLRp08fBgwYwKlTp+jatWuWypo0Qc4drm/cvHmTNWvWULt2bczNzXPlGPpCcnIySUlJajdV+XvfGnqfpIo4OdK2dg0mxK6m1+x5/HrvPj3btVRo4+ToqJOWnkgkomTJknpRfpH3169fP5YtW0b+/PkZN24cISEhBAcHpyf2tW3bVi/H0hfs7e2pUKFC+oSqCS1atKB+ndqMnRLOs+fqo6fOdrbkt7IiNTWVOzpYtLogX968mBrnwcbSgocvXjJ15Tq8inuyee9BRIgIHzWYgPq+PH36lG3bttGgQQP69OnDokWLVPbXrl07FixYQFJSEiNGjGDXrl05Xp7JrYSUlBSt9aO64sOHD4wdOxZ7e3uVSjrfG4yNjTExMVG7fa1C+qxA75OUVCrl3cd4nGxtKO3hjrmpKScvKtKqOjs58URHwc9SpUpx//79HDEiKMPT05MlS5YwdOhQfvvtNyQSCeHh4TRp0kRvx9AnGjRowNOnT7ValCKRiHkzppKQkMiQ0eO19hu6eg0BEyfx4p3+uNvrlPciuEVTyhUpTI3K5Tl14TLD+wQBkJCYyNq1a1m3bh2urq74+fkxZcoUZsyYoXIC8vLyIjY2lrJly7JkyRLCw8P1Ep1dvXo1devWZevWrTma+KRSKdOmTePly5eEhoZiaZktxaavjn/SUg9yIbr3Pv4zqw8fY36ITKDy7cd4Qtdvopa3V3obJydHnj59hjQ5CZFIpDK6J4/meXl5IZVKuX//fiZ1EmUHuPINp8o3kzF6FxAQQK1atfjw4QOurq4kJCSojO4pf6YtqgiZ/R263ADK/cofyAoVKmBsbMyOHTsyJTwqR6QKlanI8OHDmTRpEp0Ce9CgQQOMXBQLg62+yM5bv6C2rD56jGk71rJi0CCFMSY+V/QFKUf7Hn3OfJ4+3/zbOill6carCzdwMTFj75qtONvaErNxC2+TvlCocU28m9RkxeYP5GvejLlz55KalMiciHDMzIRM/a5YsYLY2FhmzpzJyJEjGTt2rILvRxVpnPJLLWO0rHjx4ri4uDBw4EA2b97M8OHDsbGxyXQula+ZcnnOhg0bOHr0KN27d6dgwYK8ffs2W/lXqu7TjL9JH345ObIb3RMEYTZQBZniywCJRHIhw3e+wDQgBZAgEwMth0w5Rs7vc10ikWSLIjVXfFL2+fLx+v0H/nj5kj9evsTN2VGhjbOTIwkJCTpxnZcuLdOCyykjgjpYW1t/97ktefPmxcfHh2PHjun0EPz00094enrSt29fjZZH4YJOhPYN4uj1G6zVkmOVHeQzM6NnI3+u3I3j4cuXuOW3p13j+viUL4NnITfu/PGIaZMmMrBfMPOjFhH4Y2+Vv08kEtG1a1diY2NJSkoiJCSE3bt3Z9sKcnFxISoqipCQEM6ePUvHjh1ZvXp1lkL9ly5dYt68eVSsWJEWLVpkaxzfAtlxnOugRhwDtJZIJNWQCYX6A+bAxgyqxtnmcNY6SQmCkFcQhPWCIBwTBOGcIAga10R5DA0p5e7GsMVLidyynWV791O9vJdCG2cnWenEk6fanefW1tYULFjwu0kL+Fbw8/Pj48ePOnELGRsbs2jRIh49esSQIUM0tu3Zsgk+np5MXLOGu3qUCpfD1tKCke3a0KRyJdrUrJ7++dRFy6niVYqiRYoQETaV0PFj+WX1Gtq3b6/SMgJZqdSmTZsoXbo0ERERhIaGZrtkSSwW06FDB5YvX46Hhwfz58+nadOmREVFqT1+SkoKR48epU+fPoSEhGBra8vgwYO/y7C9OqSmppKSkqJ2U0ONrU2NuIJEInmc9vefgC2qVY2zBV2We02BixKJZLogCG7AAWTaWmrRqkY1WtWolv5/u9KFFL4vmEZ98vjJE7zKqFfNlaNUqVJ6U8X9p6JChQo4OTkRGxtLgwYNtC4fq1WrxvDhwwkPD8evSjnatWimsp2BgQGzf+xBj3nz+KRBGVkf8HAowL47txgXGcPj5y9ZFPpT+hjGjBiOo0MBeocMICAggLVr16pUh7GxsSE8PJx169axfPlyrl27Rrdu3ahVq1a2fCru7u4sXLiQuLg4VqxYweLFi1m3bh0BAQGYm5unq/p++fKFnTt38vz5cxwcHOjXrx9Nmzb9LqNhmpAnTx6NznE1og8OQMYqcLka8XsAiUTyHkAQBEegHjA27d/qgiDsAcyA8RKJ5Eh2xqx1kpJIJOsy/NcFeKyubUbIiyxTU1MzFVymT1KPn6jbXQGlSpVi7969vHnzJtfCyN87DAwMaNmyJfPnz+fKlSs6VedPmDCB48eP03vwSCqW9aKwh2rdQEcbG3aOG5frjlNzU1OmDenLvT+eYGVpTh4jI4V7o3u3rlhY2xEUFESDBg3YuHGjSm55uRVUqVIlZs2axezZszlw4AC9e/fGxcUlW2MrVKgQ4eHhBAYGsnDhQpXUzGXLlmXAgAFUr1493Y+qz2zwr4FcUjBGEIT8wA4gWCKRvBYE4VcgVCKRbBcEoRhwUBCEIhKJJMtV2zo7ztP0swoCmkNgaX4CUdrfBiIRpKYo/CJHe1vEYjGP/vgDkpO0qsXIGRHu3btH1apV/x680n6a1GPkUHa2a+P6UfWZLmoxyv3qsiTQpihTq1YtYmNjWbZsWbrjWPnNpyy7tHDhQurUqUOHvoM5fvw4efLkwbSIoi/HOu2aJSUnM3bBMkoUdqdJEUULV/pS0RH9KiGzBfFUiZfqy/3MUcOEDxJMgQQ+8pTn2L1TXFr9UK8a7lvX0qR9N/wb1Gdz7GKq1Guq0EYuLyYIAv7+/sTExBAZGcnAgQPp0qULPXv2zMQMquz0VsXh9OHDB2xtbRk7dmz60kcqlZKamopIJEq/nzKSNiqX6KiKQiv7zpTvW1X3f8b7Rd/LyWy8jDSqEact/fYAYyQSyX4AiURyC7iV9vdtQRCeA87A/aweXOdfL5FIfIBmwEpBEHL0yhWLxTg5OvD4ie6WFOSe8/yfAhMTE1q0aMGJEyd49OiRTvsULFiQJUuWcPHiRUaM0CyDZiAS8VvcA4bMXMhNHfvPDVSqUI7Te7diZ2ND3RbtNQpOiMViWrduzbZt2/D392fZsmX88MMPOXYPiMVixGIxhoaG5MmTR61y8j8N2cw416ZGPBOYLZFI9sg/EAQhSBCE/ml/OwAFkE12WYYujvMKgiC4AEgkkqvIrC/1RFA6oqCzE490XO5ZWFjg5ub2f++XAhntjLGxMUuXLtV5n4CAAPr168fcuXPZvHmz2nZisZil44dhZWFO36go3ukxN00d1u07olLOvUghD07v20rNqpXp0aMHY8aM0WjB2tjYMHnyZKKjo0lJSaF///5ERET845ZjuY3sTFKaFIwFQcgLdAF6CIJwNG3rCWwB/AVBOI4sFaFPdpZ6oNtyrybgBgwUBKEAstBijoXzXAsW5FIWdNCqV6/O2rVreffu3VdTE/4eYWNjQ7t27Vi+fDnNmjWjXr16Ou0XFhbGuXPn6NatGx7b11O+TCmV7fLbWLM8dARN+4+k94IFrBg0iDwqliP6wK3Hj+gROoM1ew+xJmwspkoOXWsrK3avjyV4zFRmzJjBvXv3tE7OlStXZuPGjcyaNYvNmzdz8OBB2rdvT9OmTcmbN2+u/I5/EuTRPU3fq4ImBWNAnSe+UZYGpwa6LPcWAfkFQTgB7ELmGMu6hK8SXFwK8sejxzqrAderV4+UlBSOHTumvfG/HF26dMHJyYkZM2bozB5pbGzM5s2bsbOzI6BTdx5rSP+oVrYUYV27ciUujlu5uOwrXtCFBSMHcvjCFdoMm0D85y+Z2hgZGTF//nzCwsLYsmULtWvX1ipMYGpqSkhICMuXL8fb25tly5bRrVs3Nm/e/F3qyn1NGBkZkSdPHrXb97is1TpJSSSSzxKJpINEIqkhkUi8JRLJDk3t33z8yKErv/L6vepcEzncXFxITEzkpY41VIIgULBgQQ4ePKhT+38zjI2NGTJkCH/88UeWln0ODg5s27aNDx/jCejUnY8f1Wcyt65WjWNTp+KVy5qDXZrUJ2bsEE5cuU7jfiN4/iKz3JlIJGLQoEFs3ryZhw8f0rBhQ630NSAjO5w8eTKLFi2icOHCREdHp4tX6Jvw7j/kHvRux0v+eELn6TNZ/dMwapaWLSmkyrkkKYm4FZRloT98EIeXY+aMb+UZ3djYmHr16hEbG0t8fDzW1taZ2ihbZapuRG0lLcpRIcheWYxyREY56qYtogOqo5PyaJKXlxe1atUiKiqKGjVqpIfeVfkUMp4XJycnVq9ZQ0BAAJ0GjGDDhg2YeWZmQzAwMMAOWarI8u174F0iTTOIUoieZc5k/1Mp4vc6MfP4v7xQnBgTPz6gplUh5nfrydBVP3Nw5RoaVVXUt8tXXFbW06S0K2c2LueHgaPp1KkTkyaMY+TwoVhYZM4bzOiLcnd3p0qVKly4cIF58+YRGRnJtWvXGDlypIIYpnISp3I5iiqRBeVonqqMeeX7Qzkiq0qQMyMXv66rDV3wH+kdYJp2AT5rMatdC8oegId/6JR2BcgKbVNSUvSq6PpPRt++fTEyMmL69OlZsgz8/f2ZNWsWO3bs0BrxS0lJYdXugwyOWcylu5ll1vUFv1JlODQ6NH2CevFGddFzEXcXTh87TNvWrRgzfiKt2rbn7VvdCqQmcfw5AAAgAElEQVQrVqzIihUrGDRoEEePHiU4OFgr1/6/DSKRSCPh3f/HJGWcNklpyV52S3vzP3yk+yRVtGhR3Nzc/lvypcHW1pY+ffpw/vx5du3alaV9g4ODCQ4OZs6cOcyOyiySIIdYLGZN2DgcbGzoHhmJRMe0kezAxlxmEZ2/JcG7Rz82Hj2psp2ZmRmrYn9m1oxwdu7eS82aNXUmRpTXAYaHh/P06VOCgoI4cCBnMvT/JMjzvtRt3+N5yAVLSubo12ZJ5ctnibWVFfcf6q7OKhKJqF27NpcvX1ZbX/X/hpYtW1K+fHnCwsI4e/ZslvadOXMmrVq1YsiYUJb8skZtOzurfPwyZDCGYkM6hE/nXi7U+GVECXc3ygtF6DNrPtHbVQsziEQiBvYL5tjBfSQmJlK3bl1Wrlyp8zGqVq1KTEwMLi4uhIaGMmPGDL0uq75XyHO/1G3KbonvAXqfpPKmhZF1qQPzcHPlQRYmKYCaNWuSnJzMmTNnsjW+fxvEYjHh4eG4u7szfPhwLl68mKV9Y2NjaVjXl16DfmLNpq1q27oXKMDa4cORAqdu5m5SrbmpCWvGjaBhZW9GL17B0Cmz1E4gVatU5uTJk1SpUoW+ffvSr18/nQU6XV1dWbBgAR07dmTHjh3ExMR8l5aEPvFPpA/Wu+PcwtSE1cOHUsTZKb1EJjVZyYGaJrvu4VqQG79LVM7eyo5lubPR29sbKysrTp48mU6on96tkqNZVfGn8s2eHbUYXRz0yhdbF8e5NnluVeOLj49HLBYTFhbGwIED6dmzJ/Pnz8fT01PtPsrnZfWGzTRr1owufQaSx9qBpk2bYlpCkburQF5jCpRz53r1X7DJZ8nrW48z1WSa/qHISPBchXx7fIriuXuoJPmekZNqUkBn8hnkJfLnVRQ1taB5mvipdTHFND0396LsX72YCdPnMHXOAq5ePM+6TVsoVqxYehtl5/pff/2V/veECRPIkycPP//8M1ZWVvTpI+NCU77uqqx35XOr6v5RvvbKAR9VeX8ZhXP1mRbwn+McGd91zdKlcLKx0drWw92NB3/onisFsgteo0YNTpw48Y+rQM9NWFtbExERgaWlJQMHDiQuLk7nfU1NTdm8eTPly5enY8eOGkU6bfLJGDou3r5D4zET1Dq49QGxgQHDm7VmxZBBBFSRyXups3TEYjGTRg5hx6qlPHr6DG9vb9auXavTcUQiEaNGjaJ58+bExsayfPlyff2E7w7/REsqV4hw9l26zFUdHhIPNxcSEhK0CoUqo3bt2rx7905vAg3/Ftjb2zN37lyMjIzo379/liYqCwsLtm/fjqenJz/88APHTp7W2D5VKuX24ye0nRLGq1yUoReJRPiV9UIkEvHHyz9pMj6U3+49UNu+UV1fLh/aSenSpenQoQN9+vRRmVai6jjDhg3D39+f6OhonSe4fxr+m6TSMPLnFaw+oj0zvJCbjDokKw8TyLiSDA0NOXXqVLbG929GwYIFmTdvHgC9evXiwoULWvb4G9bW1uzcuRM3Nzcate7AgcPqr2EloRgrhg/mj5d/EjB+Eg80CD/oC+8/feL52zc06D2ESzclatu5ODtx9OhRhgwZQnR0NH5+fjq9CA0MDBg9ejS+vr5ERkZy/vx5fQ4/29BnlrxUKtW6fW/IlUkqr4mJTo7zIoXcAbIsWWRubo63tzenT2t+2/+/wt3dncWLF5M/f34GDRrEli1bdN43f/787N+/n6KFPWjathPbd+9V27ZayRKsHzOCt/HxNB03kUev9aPAog6l3N3YMmY0+czNaRw8gtNX1VvSRkZGzJgxg7Vr13L16lXq1Kmj06RjaGjI+PHjEQSBOXPmZNnK1zfOnj1LcHCw3vr7L7qXBjMTY50mKTeXghgaGmZLV61WrVo8ePCA+/ezTE/zfwFHR0eio6OpUKECY8eOZe7cuTq/JfPnz8/hHZvxKlWCVp2CWL1hk9q23sWKsm3iOJpUqYSjlXY/ZE7hmt+e/YsicLS3oVn/UVy4oZlW+ocffuDMmTOYmJjQtGlTnfxNxsbGTJ06FZFIRHh4uE7LxdxAYmIic+bMySQQ8f8GvUf3pKlS8hobE//lC9JU1dE9aZLsoouRRfji4uIyRbZUlcVkRIsWLZgzZw4bNmxgzJgxQObIiiqHvLYIoCpnvDYyPV3KYpR/nyoKV+VyCVVUrsr9Ki8FlM/B+PHjWbhwITExMdy6dYvhw4dneuhULSdsbBzZvG0H7du3p/OPwbyLnE2fXj+mf29v/ndEyp6SVA2oy4fbcTx7/RfHr16nrV8t8sZlFtp4+U7x2B+SFa+RcmkNQOJjxaiaXbwJK4MHMWv7Vuw+inl3+XKmfcwL/R0BLG4CF48fpmPQjwwePJib134lYk5kpvOb8Z5zcnJiwoQJDBs2jF9++YVRo0apnKyUyfR0WZop3wuqynrs7e2JiYnh8ePHREREqBRSzQ7+i+6lwczYhPgvur19Cnu4cTcb5Ra2trY0adKE3bt3KzAl/gdFGBoaMmTIEPr27cvp06fp3bs3Eol6f05GWFpasnHjRho0aEBw/4GEzYjQus/8TdvpEzGPab+sy1X/hp2lJVM7dSGvsTHv4z8xNXYtCYnqlXRsbKzZuWkdI4YOYsnyFbRs2VIlO2dGVKtWjW7durFz50527NBYV693vHjxgqioKPz8/KiUoWYyp/jPcZ6GCR3bM6dnD53aFnF3586dO9m6oTt06EBycjIbNmzI8r7/TxCJRLRp04bZs2eTkJBAt27dWL9+vU7n3NTUlJUrV9K+bRvmL1yktU5uQlAnOtTzZcbqDQyNXa618kAfOHDhMhFrNtJm7GSN5VhisZipE8axbNECjh8/Tv369bXKqnXv3p2KFSsyc+ZMHjx4oOeRq8eCBQtITk5m5MiReu33v0kqDYUdHSns6Ki9IVCssAcfP37MloPS1dWVatWqsX379v9ypnRA6dKlWbx4Md7e3oSHhzN06FCdJKGMjIyI/Xkpp48dwcrKSnNbQ0PmDerLiE5t2XbhHK0jwnmaIXEyN9CqdnWihvbj1PWb/Bg+h2QNpG4A3Tp1YOPGjUgkEho1aqRxohKLxUyYMAFzc/N01s+vgWvXrlGlSpVsC0uow3+TVBqu3Itj9VHdyOmEIjK5q+zq6jVv3pxXr15x8qTqYtT/oAgrKysiIyMZNGgQJ0+epH379jqV0ojFYlxd/35gfr93nznLVrJm+55MbUUiEcM7tmFpnxDyGhtjoYKKRN9o61eLsN5B7D5zgW5TIviixdldv359NmzYwO3bt2nUqJFGl4G1tTWDBg0iLi6OvXvVRzv1BalUyoMHD/DIBS4vTQwI8u17g/4d51I4cOUKC3ftpl3NmohEIqRKpRDS5L99B0KazJLk91vUqV0r/XNlx7mq0oA8efLg6+uLvb0927dvp1q1agrf6/LWU3au68txrvxG0sVxrswrpEkfTQ5lR7kqx62yc/fz58/Uq1cPNzc3wsLCaNeuHYGBgXTs2DH9JlXmSbK1tU3/Oz4+nslL19O/f3/OnDnDot2nCAwMxMpKkfq+nV0+2nZrikgk4vOXBH7ZuZ825SooPAjvlZzibxNUKPykKp7fv94q/p6URNkE07J4ReJbf2Tp4QPEnbuKo+3f0cZ8nxT5r0zcPWlSw5ttq38moEMgrZo3Y++BQ2p5nDp27MiuXbtYv349/v7+ODg4pJ/LjMiOzLryvfHnn3/y+fNnihYtiomJiU73QVaQHWtJi8x6XWAqMpn13RKJZJK2fbKCXEpBMCElNZUvOvgjnB0LYGZmhuT27Wwdy9DQkObNm3Py5MlvntPyT0OxYsWYP38+tWrVYsmSJQwdOlShpk0d1qSR5lWqVAlPT09+//13jI2NSU5O5vZdxcRc+QOxdu8hBobPJXDGHN7nosBD55q+7B45HkdbG1JSUnnzQb3MPED9OrVZt2wRl65eo3PnzmrdBiKRiP79+wMwZ86cXA0KPH4soy/KDUtKBIikUvWbin10kFmfC7QCqgENBUEoocM+OiNXJilzE5lF8PFLZs5qZYhEIgShGJLfdYs4qUKLFi0A2LlTo7Dyf1CBvHnzMm7cOIYPH86NGzfo0aOHRlUe+cNZvbpMMn3jxo0EBAQAsGDpChYsXUGvwSM4ckIx0bZbQENmDgvm8NVrNBo5HkkWeMSyCjkTx8TY1TQaMZ5HLzUnmTZr1IB506ewe/duBg0apHYCcnBwICgoiPPnz3P48GG9j1uO3JykkEq1b5mhVmZdEIRCwF8SieRRmvbBrrT22qTZdUbuTFKmsuSzjzpSZhT39OS3mzezfTxnZ2eqVq3Krl27/i84gfQNkUhE48aNiYqKwtTUlEGDBrFs2TK1y9iCBQsyfPhwIiMjEYlE+Pr6EhcXx/lLV5g2dgQhPbry4I9HJCUnczeNeVUkEtHnh+asHzuCd58+4T9iHNtOZ43/KqtoWrUSr969p0fEXJKSNAdW+nTvytChQ1m8eDFr1qjn1mrRogXFihUjOjo610Qd5NasKpn5HCM1WfuWGQ5AxpleLrOu6rvngKOWfbKEXJqkZJbUBx0sKYDSpcvw+PFjnZYa6hAQEMCLFy+4dOmS9sb/QSUKFy5MTEwM1atXZ+bMmfTv319lLpG/vz/h4eFUqVIlndFx48aNeJfzIm9eU8zNzNi57yCTY2JZtmU3A8Pn8qtElgtXtYQnh2ZMoWElb0p7uAP65fDOiIqexZgd/CNX78YxOWaF1vYTJ06katWqDBw4UK0ijVgsplevXrx69Yrt27fre8gA6RHUnDwPaiFN1b5lhiaZdXXfaZVm1xX6d5ynpFK1aDGOTZ2Ko40N0pRUtRnncniVKg7Ar5cv4pvmPNeWgQ6KjmV/f38mT57M9u3b8fHxAVQ7MZU/U7YWVD0wyp/pwielLeNcVamDubm5wv+NjY1JSUnhzZs3mJmZYWJiksnpqZwFrWr82iTHlQUHgoOD8fT0ZMmSJTRv3pzBgwdTs2ZNhTb29vY4ODjQq1cvHj16xIcPH3AoWpSXSUb8sv0Av92Jo36jfvTq+SMHDx3iwLnzVG4byK/Pt1Gxqh8bGvoB8OnhfTqOmkLBAnaM/bELFq8z+6s+vVK0yBOVeKqSVTjb49Nk4X0Ll6KNTzWmL12Nj0dhfErK7jVLFTVqpm7F+SUqkrLVfenZPZBtO3crXEd5MMHf358NGzawdu1aatSooRDwUD63kDmYoez3Ur4+cn6pZ8+eYW9vr9dJXFZErL4/NUtdTTLryt85A8+AJA37ZAm5Zkm5FyiAsY5kXV6lSwPw6/XsU68YGxvTokULjhw5kr6m/6fj4cOHtG/fHn9/f2rUqEHlypXx9fWlVatWnDhxIteOKxKJaNasGdOnT8fAwIARI0Ywb948lcsb+ZKkRYsW3Lt3j8mTJ2NnZ0eVKlVo364tACdPnZYl3W7cRPQvaxkVNovzV2Sc5MkpKTjZ27Jo4w6qdOnLyRvZX/arw7gf2lHRsxhJOuTSFfJwZ+aUUI6eOKVR3r1///789ddfWeaW1wXySGquBIKy55NSK7MukUgeAJaCILgLgmAINElrr02aXWfkyiT18fNnFu3dy/WHD3Vq7+BQgPz57bl27XqOjtu2bVsMDAz+FVxAJ06coEuXLrx+/ZoBAwbQr18/unXrRqNGjTAyMmLw4MFq/Ub6gqenJ/PmzcPf35/Vq1cTGBjInTt3VLa1tbVl+PDhjBo1ik6dOlGuXDn27T/AzZu3uHz5Cp6CwNu3b1kcMZliHu48ShMnNTI0JGJwH/ZHzcDIyJAfpoQxctkK4nV0FegCMxMTdk4dTy2v0jq179G1EzV8qjB27Fj+VKMLKZcU27p1ayZLNKeQT1IvX2bWIMwxpKmQqmFTYWVpkllPa9IHWAOcANZJJJLbqvbJ7pBzRT87KSWFaRs2ML5dO0qncUZpg1fp0lzVUfFDHfLnz0+DBg3Ytm0bPXv2VEnR+70jNTWVJUuWsGLFCkqUKMH06dPTc3Lk+PLlC5MnT2bhwoXcuHGDoUOHKuQx6RNyNeC6desydepUgoKCCA4OJiQkRGW+jVzKvE6dOmzdsokrV6/yY4/uxMfHU9zTE5FIhIW5WaZkyyqlS3B6+XzGzoxm6+mzDG3dEjM9Vv+LRCJSUlKZs2krxQo607FQC41to2bPoFz1OowbN46oqCiV7fr160fr1q3ZuXMnbdu21dtYraysMDAw4FmuCF6kpm2avs8MTTLrEonkOFBVh32yhVyxpOQZxlnJhylb1ovfbt7KMS1G+/bt+fLlC3v2ZM6E/t6RnJzM6NGjWbFiBY0bN2bx4sWZJiiQ+bMmTZrEwIEDOXPmDB07dszVkDiAj48PK1euxMfHh8jISEJCQjQq9ri5uTF29CjGjBpJ0yaNOXnqNG/fveP42Ys8ePQEtzTdxYzIa2LChM4dOT4zHFtLC5JTUugVOZ9D13/Vm8UYvWMPh6+oT7GQo4SnQFBQEOvWrVNrTRUvXpzy5ctz8OBBvfqNxGIxnp6euUO6l5IMKUkatu+vvCxXJilDsRgzY2Pe65iCAOBdvhxJSUlcv/Fbjo4tCALFixdn69at3yXLoCbs3r2b48ePExwczMiRIzVmGotEIjp16sSKFStwdXVlwoQJWWLhzA6srKwICwujf//+HDp0iGbNmvHbb5qvl9yyGjSgH7d+/50te/bToHYNfLzLqd3HMm2fJ69ecy3uAb1iFtJ8xlQOXLuao2sqFhsguBTk7hPdLJQePXqQlJSk0TdVq1Yt/vzzT27d0q+CTv369bl06ZLaCTLbkIq0b98ZcqUsBiCfmRlv4+ORSlWoxSQrRd2SE6hQpiQAly5ewNurJEZGipEuVdxK6viXWrVqxeTJk7l79y4lSpRQaKPs/NWlRECXCKA2aJPWTkxMZPny5ZQuXZoePXogEonSH3BNKF26NEuWLKFLly6MGTOGqKgoChcurNBGmyKOKgkoZT9LRqvJx8cHFxcXwsLCaN26NT169KBx48aZrL6MeT7GeS1o36ETJiYm5M2bF/lVMLNTLKA1Lfi3HzM/8HsTP1Ys/4XpP6+hz+IovIoV5peRQxRKXhLeZ7a+lUuxUpJk56CwowN7L1wm4W1mK1BspTghVKhQgVq1arF8+XJGjx6tsri6fv36REVFce7cOapXr64yZUOboowqi9THx4c5c+awa9eu9MRZvUB9msHf339nyLVqQsu8ebO03PNwd8Pa2opLOpji2tCwYUNMTEzYtm1bjvv6Wti2bRsvXrygX79+Wa6tMjc3Z+HChZiamjJ06NCvwq9VsmRJ5s+fT5kyZYiKimLUqFE80UHdOOPEK5FIuKOFS8zIyIjOjetzZe0SFo0ZjKOdLfnTJouHz19m2bIq7OTI6/fvtZbLyNG7d2/u37/P/v37VX6fN29eatSowZEjR7JVt6cOxYoVw9nZWf/L+OzlSX1T5NoktXrIUOb+2FPn9iKRiPJeZbh8NeeTlLm5OQ0aNODgwYN6j7zkBj59+sSqVauoXLlytgnOHBwcmD9/Pu/fv2fYsGGZCoRzA/ny5SM0NJT+/ftz584d2rVrx7p163S2NIcMGULZSj5Ezl+odR9DQzGdG9dn08xQxGIDPn76TL0ho6g7eBQbjp/kk44ki0WcHLEwNeXpS90m8hYtWmBvb090dLTaNnXr1uXDhw+cO3dOpz51gTyT/+zZs/q9llKplknq+3OR5NokZWNhgWkWq7crlC/L9d9uqkyIyypatWrF58+fOXToUI77ym3s3r2bd+/eERISkqN+SpQoQWhoKHfu3GHIkCFfZaISiUT4+/sTFRVF2bJlmTFjBgMGDNDJmouJiaFO7ZoMGvYTvvUbcltNeoMqGOcxYlzXDiQkJjEoZjFewSH0njuf39SkvTx9/Zptp8/iV64st1fEULKwu07HyZMnD127dmXHjh1qX3je3t7ky5eP48eP6zx+XeDn50dSUhLHjulGe6QbtOVI/R9NUod+/ZVZ29TLdqtCZe8KJCUlcTWH+VIAZcqUwc3NLVeS7fSNffv2IQgCpUvrlsejCdWqVWPixIlcv36d0NDQr1bLmD9/fubOncuIESO4fPkybdu21RphdXJyYvumDfy8eBHXbvxGGe8qTJy9gC86WEVGhoZ0ql+HE/NnsGH0SNpUr87Z3yV8SaMQ3nvpMn4jR/Pj3Hk0GjeB8r0H0Gv2fF6/f5/l5bS3tzepqalqmTkNDQ0pWbJktjnR1KFcuXKUKVOG1atX66/T5ERITtCw5T6TalaRK0IMAGclEmKPHGZQ0wCkymUxiUo3YZLsxFQuW0a279lzVK5VT6GJqrIYbWINzZo1Y968ebx48YKCBQsCmSWvdblhtZXFqCIK07Us5t69e9y9e5fBgwcrcBkBKh3nyv0ql9cYGRnRpk0bPn/+zNSpU1mxYgVBQUEax6+LtLwybfDHj5l9Ou/evcPLy4spU6awYMECevXqRb169ejdu3f6bytQoIDCPvb29tRr2ITD5SsSGhrKpDlRrNl5gNmzZ1OnTh0ATB0U2QBM/lKMzgUUcSWgQxOSk5MRi8WIRCIc/3pKsSJu3Hn4GGtLCyb27kajapVxd3NBJBJhmFcHKz9Zdp8Wdpc59588eUK5copRSfk1KlmyJGfOnCE1NTXTNdEmnqHK2S7PNu/YsSNhYWHax6orRCKkIg22yf8LMyeAtZkZCUlJGjmnleHk6ICLsxPnLmRW/8gO6tWTTXSaZMO/Nfbu3YtYLKZu3bp67bdz5860a9eOxYsXf3Vr0tnZmdDQUNq3b8+hQ4fo06ePRvoXkE1eCxYsYPv27UilUpo2bUq3bt14+vSpzsc1NDRMf+n4VizHuvDxXF67mEMxsxjcsQ2e7q7ZInwrXEjGHquJ49zT0xOpVMpDHassdEXZsmWZPXu2/jr8zyf1N6zSimXfZNFxXaViBc5e1A+TgaOjI2XKlFEbmfnWSElJYe/evVSpUgVra2u99i0SiRg9ejQ+Pj6EhYVx5coVvfavDYaGhnTt2pWIiAjEYjE//fQTERERvHnzRuN+fn5+nD9/nlGjRrF9+3bKli1L2IyIb6Z9B7L8MGtra7XMCEB6qou6sqGcQFX6TbaRvdq9bwqdJilBEKYLgnBGEIQLgiC01GUf6zTz/m28bqFeOSp7l+fho8d6KwmoX78+d+/ezZYAaW7j0qVLvHr1ioYNG+ZK/0ZGRsyZMwcnJydGjBjxVdVO5ChRogRRUVG0bduWI0eO0KJFC62+KhMTE0aPHs2lS5fw9fVl1JjxlC5Xkb37vt3LppCHh0YhWjs7O1xcXPTul9I7/o0pCIIg+AKl0mhA/YE5unRsbS4TPHwXn7UIU9WK3gB6k1D38/NDJBLletlIdnD69GmMjY0zcbPrE5aWlunWTL9+/XTKZdI3TExMCAwMZMGCBbi5uTFq1ChGjx6tVanGw8ODdevWsWfHVgwMDGjUrAVNAlrymyR7VNM5QUpKitalYqFChXKnKFifSPoCiZ/Vb0n6K+zWF3SxpI4DbdL+fgOYCYKgVTDeu0gR7kRFU9XTM0sDqlC2DKamJnpTf7Gzs8PLy4sjR47opT994ubNm3h6eua6jLaLi0s61Uq/fv2+mZiqu7s7S5cupXfv3uzbt49WrVrp5C9rUL8ev146R9iUSZw6c5aydZrw45CRPH3+4iuMWpZ9f+O33yhTpozGdsbGxrnG1qk3GBhq374zaB2RRCJJAeSOpR7I1CDUy7CkrWnFIpEsUiCVkqpBLQYUSfCMRFC5fFlOnjiBKPXvw6hTi8kI5SiV/Pu6desSERHB8+fPM/l+ssOUoJzlrAvpnXJU0cDAgNu3b9OmTZv0qKTyZKUc7VM1XuWSF1X1foaGhtjb27NixQo6derEuHHjiI6OTmdOUBWd1BbNU+UjUv5MVbnHmzdvqFWrFm5ubkRHR9OrVy+qV69OcHAwNjY2Kilz5ePs0LkrDZs0IyYmhpiYGNZs2Zle55jpun5U1NKTflHyjapY1ohMFEuxUg1k99yOPftJTk6mVq1amSKjGa0rY2NjkpKSMl1rZSiT3qnKv8pYs6dNkDVL+DeXxQiCEAB0B3TOOJy4bi07LmS9krt65Upc/fVXrTLYusLPT8YC+T0ldt67d4+EhARKliz51Y5ZunRpli5dyosXLxgwYMA3FVR1d3dn0qRJBAUFce7cOX788Ud2796tVYbM2tqasLAwLl++TJMmTYiIiMDDw4OJEyfqJHSaHaxfvx5HR0eqVKmisd0/wpL6N/qkAARBaACMBhpKJBKd74SdFy9wOhuOxBpVK5GamsrJU6eyvK8qODk5UaJECQ4ePKiX/vSBGzdkLKSlSpX6qsf19vYmIiKCTp06fXO+LUNDQ9q2bUtUVBQeHh5ERkbSqVMnnSKR7u7uLFu2jLNnz+Ln58fEiRMpVKgQU6ZM0avl8f79e/bs2UObNm20WkhyS+p7hjQ1Vev2vUEXx3k+YAbQRCKRZIkZ3tbcgtcaOIfUoVolb0xMTNi3X3/5TXXr1uXGjRvfjWPz1q1bWFlZ4eTk9NWPXblyZfz9/b/6cdXBxcWFGTNmMHLkSN68eUNQUBBhYWE6lUeVLFmSTZs2cfHiRapVq8bYsWNxdXVl8Mix/JFD2azU1FTGjh1LQkICbdq00dpeLBZ/95PUvzVPqi1gB6wXBOFo2uaqS+d2+Sx5lY0lm6mpCb61a7NHj5LWvr6+AN+NHPvDhw9xd3fPVnJhboxl48aN3zQCKhKJqF27Nlu2bKFDhw6sW7eOTp06aU0ClaN8+fJs376dy5cv07x5c+YtWkwRr4p0+bEv5y5cyjJbQlJSEkFBQSxYsIB+/fppXeqB7DyqIin8niBN+IT0S7z6LUG3aLwgCEaCIKwSBOGkIAjH0vT3lNu0FQThvCAIZwVBmJL2WXIlHzAAACAASURBVCtBEO5mmEtGazuWLo7zGCBGp5GjOBHnt8zH+Rd3MpXFpCortiRmfmM2rOfHnr17uXPrBkWLFMHIKHMETJvjPKMT2dPTEzc3N06dOqVA9arKoa0MfUwkykurJ0+eULVqVYXfoOw4VxX1y5TYp/TwKfNUqeon43n58OEDO3bsoGvXrly+fJlTp07RsmXLTPu8fq3oiFblFFe2fFQ515WvkbLT2MLCgoCAANzc3IiJiSEwMJAmTZrQvXv39ECCMlWyjY2Nwt+TJ09m2LBhLFq0iNjYWFau24CrqystW7akRYsWeHt7qwzEyJ3iz58/p3fv3uzdu5cxY8YwZMgQ4uPjVRZsZ/yNv//+O0WKFNHqV1OGqvYZj6WK7yvbEBuCWINAilhnF0AH4K1EIukoCEIjYBoygwYAQRDyAuFAaeAjcFYQhFWAOTBfIpHolMoEuZhxDuBgbY2BgShbbIqNGzYAYNfefXoZi0gkws/Pj0uXLqmsO/ua+PLlCy9evMDFxUV741zGmjVr8PPzo3jx4jg7O/Pw4UOMjIxITU3Vmh2emyhbtiwzZ87E39+fnTt30r179yxZwQULFmTy5MncuHGD+fPnU7x4cRYsWECtWrUoWrQoTZo0YcCAAcybN4+dO3cSHR1NYGAgxYsXx93dnf379xMZGcnQoUN1ekm9efOGFy9e5I7qsD6RKtUsxJCq87PqB2xJ+3sfoMDMJ5FIPgGlJRLJB4lEIgVeA7aARVaHnKue02HNWzKsectsWSIe7u4U9xTYs28/A0OyLTShgDp16qQ7W/VdK5cVyItHv/UkJZVKMTQ0TC+aPXToEE2bNgXgyJEj3Lt3jy9fvuDr6/tNfGempqbpCjmzZ89m4sSJeHt7M3z4cIoUKaJTH5aWlrRv356goCDevHnDzp07OXjwIPfu3ePs2bMKEeQCBQpQtWpVevXqhZ+fH0WLFtV5rHL64O99kpJKU7Xo7unsOE9XKJZIJCmCIKQKgpBHIpGkhzflElaCIJQC3IGzQDWgUZr1JQKGSiQSjWv67y9zKwMaNqjP/KhoPn78iIlVzhMey5Urh4WFBefPn/+mk5S85MfVVSfXXq5BJBLh7OzMjBkzKFWqFGKxmEqVKvH27VtWr15Nq1atuHr1Kp8/f+bDhw+8ffsWZ2dnlUvi3ISnpycLFixg27ZtrFy5knbt2tG8eXMGDBiAhYXuL2Zra2s6d+5M586dMTQ0RCqV8urVK+Li4sifPz+urooFyFnhNbtx4wZisTgTdfN3B7mklabvlSAIQg9kOZIZUVnp/yoVigVBKIpM7qqDRCJJEgThMHBOIpEcEQShBvALoDFLNlcnqQcvXzJ143qGdWpN+WK6vfkyoklDf2ZFzmPfwUMEtM65ZJBYLKZ8+fK5o8KRBcgT9ZydMyum6LLv+PHjefToEX/99Vf6VrhwYYICA2ndpk0mJWRNaNCgAYUKFeL58+fcuXOHpKQkVq9eTeXKlWnUqBH29vbkzZuXLVu2YGhoyMePH6lduzaOjo5ZHntOYGhoSKtWrahXrx4bN25k/fr1nD9/nunTp6crVmcVIpEIe3t77O3tgezLvX/+/Jk9e/ZQsmTJXK8eyCmyY0lJJJIlwJKMnwmCsByZNfWrIAhGgEgikSQptSkIbAU6SySSq2l9pT98EonkhCAI+QVBEGtKEM/VV6JIBAev/crtx9mrF6vuUxVbWxu2bt+htzFVrFiRZ8+efZMaNjnevn2LWCxOl9PWFQkJCbRs2ZJly5bx7NkzzMzM8CpThubNm/Phwwd69uqFq6srffr04fJl3elu7OzsKFWqFAMHDsTIyAg3N7f0KNXdu3eZN28e9vb2dOjQgWrVqqVH3G7evPnVFXksLS0ZNmwYixcvJjExkS5duhAREaEXNtfsYtWqVbx8+ZLevXt/szHojM8f4dN79dtnnf21+/m7XK4poKrubCnQRyKRpN+MgiCMFQShVdrfpYA/NVawkIukdwAFLGWE+U9evVZ4S6UmKmY6ZyyLSUfSZwyBpg3rs2XHblJTUzNFtpQjNMrfqyoRkb91r1y5goeHR6Z9VCXs6SO6l3GJ9O7dO2xsbLT/ngz/l0ql9OjenVOnTrF2+WJ+aNlc9kVKUvr3Z85fZMkva1i9ejVLly6lZdPGTJ80nkLFFRNGTUwUS0/kUTM5MWD79u2ZPXs269atw93dnc+fP9OtWzfMzMzYu3cv1tbW3L59m1u3bhEXF0flypUpW7ZspiRKVeUeyhnZyv9XlTWuHN16//49+fLlY/r06Sxfvpz58+ezdetWhgwZkl5fp6zsorwsVEV/onydtRH/Ady+fZtVq1ZRs2ZN3NzcVEpQKU/kyveYqkhjxmiwtiTSLMHQGAw1WHuGOlN+rwPqCYJwEkgAugEIgjACOIbMUV4DCBUEQb7PLGTLu+WCIPRHNv901zpkXUeUHRgbGWFjbs7TV6+1N1aDlk0bs3zlWo4cOUKDBg1yPCZ3d3fy58/PuXPnaNlSJ9YZvUM+SWUFU6dNY+WqVYSOGfH3BJUBIpEIn8oV8alaldnTJjM3ejHhs+exc98BBvQLYfSI4VhaWup0LEtLSwYOHEhCQgLGxsasXbuWQ4cOUaxYMSQSCY0bN+bly5f079+fo0ePpqcjSKXSr5r3ZWFhQb9+/WjYsCFz5sxh0KBBNG7cmKCgIJXyU7mBpUuXIhKJMrGffrfQU+1emvUTqOLzjDSi6jTZaut0kDTkugfU0dqap6+zlKiugLq1a2JubsbmzZv1Mh6RSESlSpU4f/78V+P/Vsbbt2+zJIu+fv16xo4dS6eOHRk9bLDW9vnyWTJ2+BAkl87QvnULZsycRbGSZfhl1eosLc/klmjdunV59+4dx44do0OHDkil0vTIpIGBQfpS61slpnp7e7N48WLatGnDnj176NSpE9HR0bmeanLp0iVOnjxJ69at0/1a3zukqVItZTH/zIzzHKF4QReszDNX8+sKExMTGtXzY9u2bVlOklOHypUr8/btW27f/vq8RCCbpHRl4rxz5w7dAgOpVq0aixcvztJE4OzkyM9R8zh36jiFPNzpGtSDZi1aERcXl6Xx2tnZ0blzZ4KCgqhcuTLXrl3j5cuXXLhwgZcvX6YHAL6lYrSpqSm9e/dmyZIlVKxYkZiYGAICAnItSPLp0yemT5+Ovb39N7PIs4V/a4FxThDeuRsLBvTNUR+tApry8uVLvUn7yLXtvlWULz4+XufQ+cxZswBYv26dRtl1Tajo7c2JI4eICA/j2ImTlC1blsmTJ2c5k1nuO+nevTsfP37k8uXL+Pj4ULx4ceDbWVIZ4ebmxvjx41m5ciU2NjaEhISwcuVKvTI+PHv2jJCQEB48eED//v2/+4heRkg/vUca/1b99kk/zCP6hP59UirepqnJSpLXiUplMQmZIzMZS2Ua+dbAzMyMtatXUadG1fTPtTnOVdFmGBsb4+Ligru7e3qdV0aoYgZQfviy8zBm3CchIQEzM7NMDlHl/0u/fGT3rl00aeiPo40lJMST+lExC1z6UdHRrJLbyiQvImBguya0qV2Rn8LnMmnSJFb9EsvsKRNo2ipz8ayZmWLyZsZIpIeHB0WKFCEpKQkjIyOkUilv377F3t5e4XeqylhXpt9RLjXRhepEeXJVtWyXU7pEREQwe/ZstmzZQkhICBUqVABUB1WUr6tyWc/Hjx85c+YMc+bMQSqV8tNPP+Hh4aHwO1VFGZWvifJ9qkoVKOP51quFmscU8qhzFQF5vh2XvDrkuiV1/s5t6v80lntPs89ZnjevKS2bN2P9xk16E7ysXLkyFy9e/OqcSikpKSQkJKi8MZVx9949Hj95Qp3atfR2fGeHAqxevICDW9ZhnCcPAR0DadqiNffuZW0JCIovie7duxMYGJhOQfM9wMzMjHHjxjFmzBgSEhIYOnQoY8aMyVb6SWJiItHR0UyZMgVHR0ciIyNzlfY51/Dfck/FAUQGXL//gD9eZg7NZgWBXbvw/v17Nm/dppdxVapUifj4+K/ul5K/nVUVAivj0BHZ8rZO7Zp6H0edmtW4enw/M0LHcuzESUqW82bshNBsvQSkUilt27bl8ePHdO7cmdGjR6eX/nxriEQiqlatyvLly+nRoweXLl2iS5cuBAcHs2bNGh4/Vk/nIpVKuXPnDitXrqRnz57s2LGDgIAAZsyY8dWTWfWG1BTt23eGXC+LcUxzEOckwgdQq2YNChcqxLLlsXTq0D7H45L7pa5cuZIuR/Q1IF8O6GJJHT56jILOzhTVsU4tqzAyMmJIcC/ad+rC8JGjmRI2nZWr1zI7IpxGzVrovKw1MDCgbdu2VK9enZ9//plffvmFw4cP88MPP9C6dessZcDnFvLkyUPHjh1p0KAB27dv58yZM8ybN4958+bh7u6Ou7s7JiYmGBsbY2pqyrt37zh37hx//SW7b4sVK8aYMWN0omz5nqGN2O4fSXqXU+S3ssJAJOLxnzkj/xeJRAQFduHosePcvp1zbTNbW1uKFi2apcxsfUDuc9HF2Xrm3Hlq1aiW6w5pJydHVq5YxpH9ezA3N6PlD+2pX78+Fy9ezFI/ZmZmhISEsGXLFmrWrElsbCzt2rUjKiqKFy++jmiCNtjZ2REUFERsbCybNm1i0KBBFChQgD/++IPr169z4sSJ9EnMy8uLESNGsGnTJmJiYv7xExQgq67TqLv3rQeYGbluSRmJxTjb2eZ4uQcQ2KUz4ydOJnrJUmZOz7n0dKVKldi0aRPJyclfjUpXnkah7XifP3/mydOnFMtCJX5OUatmDS6fO82Sn5czcfI0qlWrRps2bRg3blyW6gydnJwIDw+nZcuWrF+/nk2bNrFp0yZ8fHyoV68eZcqU+S4igY6OjrRp0yaddVOb4/xfgfg3SI01LOni/w+ie6r8bnW8ymBtYY40RTZNpyiXxaggvVP+TJT4GQebfLRs1pi169YzfeIYjCwVE+iUneCqIjgZIys+Pj6sWrWKuLi49HIKbSUKkJkYLyvRF3kkysDAINNDkTG69+jRIwAKu7lA8t8Pi3I0L/GN4jI65YuK6JjScQxNFKNLhhnSIUTAj/Wq0KHBHmYsXMKcmOVs3ryZrh3bMW7EMFxdZKUzVm5umQ5jZ2en8H8HBwcCAgJ49OgRsbGxrFq1ipMnT1K4cGE6duxI8+bNM507VQmYytE85eus6vwrf6YLIZ9ylFB5H1VjU/bhqepX+TorR/dU1XBmpMZRdU9mG8ZmYKIh/UXTBPaN8FU4N6Z178bwH1rrpa+w0PH8eua4XuqZKlasCPBVl3zyB0Hb+OVquYU93HN5RKphYW5O6PCB3DlzkOBuHVm5dgPFylai/7CRPMuiU9zFxYXRo0dz+fJlpk+fTt68eQkNDaVGjRpMmzbtu1SX/rfiv4zzrwB3N1fs7HQvKdEEGxsbihQpwqVLl/TSny6Qv+G1cTLJJdELeWS2WL4mCtjbMSt0NLf/196Zx0VVd3/8PTPMsO87AsrmBRQQt8x9N1PT0nxM0yzLpaysrLQ00x6tbNcytTStLLPFJTWVTM3U3HJFvCouLIIoIqDsy++PYZC5M8wMMMD0/Hi/XvelM3OXLzP3nnvu+Z5zPscPMfaRkXz+xUpCotrzwgsvVPbFMhUbGxsefPBBfvnlF3766Sf69+/Ppk2bGDlyJBMnTmT79u2WLwn1L6e8vLzCUFWz/EuFGOrM7pOnaD3xGRKSkhvicDUiNjaWkydPNli+VNXHPUNcvHgRR0cHPGpQ41efBAb488WnH5Nw9ACjhj/Ip59+SkhICM899xxJSUk13l9MTAwLFy5k69atPP/886Snp/Paa68xYsQIPvjgAw4dOmT5yisNQG5uLr/99pvZ9vc/KWllDtwcHLiZm8slC8mdqUp0dDQFBQUN9sihiU8YK27OzMzEy8PDIgLMVQkNCWbl0sWcPXuWUaNGsXTpUkJCQhg7diwnT56s8f5cXV0ZN24cGzZs4NNPPyU2NpYdO3bw8ssvM2TIEGbMmMEvv/zCpUuXLPIuX9/88MMPLFu2zGz7K83JovRWZvVLTuP1ta8O8wfO9ZxIQV7eAJxPuUpZ2zId9ZjSQl0XX14oqSvTE1xHqR20VKm0A+X6vCNp0FJTJhEfH09UVJTePkPGAuemdFPQfC+aWJQxzy0vLw97Ozud5LryYkk/phxJWUm2bjJmabHhYKjCWnfmVWl3Veu1tbN2kXhzV1eWz5jCrHEPsnj1Wlb8uJ41a9bQp3sXpj/9FP16dMXeSTuQDujIqFcNPIeHhzNy5Ejy8/P5888/2blzJ3v37mX5crVYkYeHB+3btycqKorY2FhatWqFtbW1Sao00u9b3zbSQLn0d9X3mxk7DuieP9LX+uo43d3dyc3NZd26dXTp0qXGj9bVYuMItgZa9jRe78BqaZB5d3sbG/zc3Th/9arxlWtIUlIyJ06dwsXZmc49etd4ex8fH7y8vDhx4gSjRo0y+/ikmGqk8vPzsbMznpXe2AT6+fDezGm8/swEVmzcwaIvVzFw1HjCw0J4Zspkxo0eVaM+5KDOxh8wYEBl/7ALFy6wb98+Dhw4wJEjR9hWoceoVCoJDw+nZcuWCIKAIAi0bNnSpETZfwNr1qwhOzubsWPHsnDhQvPsVJMPZehzC6PBhBhCfX1JvGq+x73y8nK+WvU1O//YxfhxY/lixVc4unkSFRVVo/3IZDJiYmI4fvy42cZmCM1d1Fi8JS8vDzsTSmdM4WZuLrtPnqK4pBQvZ2c8nJ3wcnHBw9kJhZlEFVycHHnl2UlMm/Q4P2zcwmcrvubZF1/mtTnzGDdmFM9MfIpwoWWt9u3n56eVz5SSksLx48c5duwY8fHxxMXF8fPPPwN3xSU0RdAhISFERETg5+dncY/OhsjLy2PFihV069atssuEOSgvLaO81EDGuYHPGosGM1KDOnbgWpZu+9XaciU5hZtZWaz5+isASkpL2L9/f42NFKg13uLi4hokK7omRsrNu/aN1I6eu4CHsxPNvb04efESUz9dqrPOdzNfpmd0FJfTMzifkso9EQJO9nXzQlQqFWMffpCxDz/IYfEyn36+jC9WruazpV/Qs3tXXpnxGgMGDKCgoID169fj5ORE+/bta+RteXh40Ldv30rFH42O4dmzZxFFkcTERM6fP8/+/fsrk2fd3d1p27YtsbGxxMbG4uPj0+CqNzXh+++/Jysri6lTp5p3xxWzeIY+tzQazEiN6dXTrPu7cPEyKRXV7GvX/ci3363l+ReMd63UR0xMDAAnTpyolZGrCZrEPGNGSt26Vzc+Zgqb9h/kqQ8XMW34UGY+MpJOEeFsmz8XJ3s7rmfncP3WLTJuZRNR0V3z1/0H+e+3a5HLZXRpHcmwLvcyrHdXXGv4mCalY/t2fL1iOe+/PZ+VX3/L8pVfER8fz4ABA1iwYAF+fn6kpqZy8OBBXnjhBaytrbl48SIymYzAwECTc+FkMhk+Pj74+PjQs2dPQP39FhcXc+XKFU6dOsXhw4c5duwYcXFxgDqBsk2bNpVGq7me5NTGZO3atXTo0IF27dqZ9eZZjhG1GEzzpCoUYlYBzYFS4HFRFC9K1kkDxCpv9UE9WWdwOykNqruXX1hIcWkpdtS94LRvz26cvpjES6/OJDc3lwVvzaVVG3UQPC8vr0ZxiZYtW2Jtbc2pU6fq3UhpsuCNdRtQqVQUFdVuCv7LrdsJ8PJk8uD7AbBRqYgOVotWtvD21ll/wqD+xIYF8+fJeDbt/5uXPv+SOavXcG7tSmxUqjq3Wfby8mTG9Bd4+YXnKLayJT8/H1EUmTdvHhkZGUyYMAFra2tyc3NZtGgRvr6+pKamMmvWLBwcHDhy5AihoaE17luuVCoJDQ0lNDSUIUOGUF5eTkpKCidOnKg0WppGilFRUUyZMsUidPNKS0tJTk42S09/KcVZNykurb7cpzhHVzyjGozJrMuAq6Io9qy6kSAIjxraTh/mn90r1dP0rrSc/MJCIqc8zQvDhvLqeO0xSZvgAVgVaF/EZTa6F/WkcY8w883/8tH8N7G3t+fAwb/5atVqWrYMY9rzz+stJ5CWytjY2GBjY0NkZCTx8fF6S2lqM7snfU/z2srKCisrK3Jzc3XaIVfdxtbWlrz8fJBJS3C09yudKY2/cJmDZ0VeHzUSBytrivOLKczVnhEsLZTMGJaX09rRn9Zd/JnSuT9nUpM5l3aV2xdvcRsYs/hDXB3tGdSuPb2jY3CwsUFpr3t3t3aSfLeuup6YytWJy0mpRHg5UZKwn3+On6V1UDNss1PZ/cefeDjb894br/DXgYOs+eoLfLy9SEq/wYH9++japTNDHxjC1u2/ExYWVqkWrG+mTvqe5nVgYCCdO3dm/PjxlJeXk5SUxO7du/nss8+YOnUqI0eOZMqUKTg6Oup4cvq8X+lxapPbJT2/bt68SUlJCQEBAahUKrOWxcjtnJE7VO8hy0tMNgl9gK8r/r8d+ELyuT2gzxU2tp3umEwdUV2xtbYmwNODeDMmdNra2jJm5Ajs7e35YPESvvhyBQ+PGI6HuwcL33uvRvuKiYkhPj6+QRII7ezs9Mo9VaXSSNWQNbt2o1QoGNmta63GJpPJaOUfyEP3qDuglpaVEdnMnxOXL/P8ii9pP/1FJi75jL9Ox9dq/wBe7q6Ul5fz8/Zd7Dv8DyHN1UrOx06fITZa7clm3rzJhs2/UVpaynvvvs2QwfezfUcc+/btZ/369axcuZI333yz1mPQ/K3NmzfnscceIy4ujhEjRrBu3ToefPBBtm7dWqd91wXN451GYsysaBSMq1tqKbMOlAmCUDU+4QB4CYLwkyAI+yskrEzZTocGjRxGBgRyphbZyYbo0C6W+ISznE+8yPJlS+nXrx89e/bA06NmQeeYmBiKiooaJKnT1tbWqJGys7MjP7/mSSvFJaUMvbcT7ibKVxlDIZfz+kMj2f/2u6x7+RUe6dad00lXuHwtA4Ab2Tl8t2s3NytkrUzB0d6OoX26k517m64d2/H30eNk3crG1kbtiaWkXuV84iWcnRyJbqXu9RUfn4CjoyOJFy/y3HPP8fLLL+Pu7l6rbHd9ODs7M2PGDL799luaNWvGrFmzGs1QZWSov9uqRcbmwmBJTDVBdUEQnhQE4e+qC9BPsppUZj0PmA2MAfoD4wVBaFexnqHtdGjQmFSrwEC2HjlCbl4ejmbMZQlo1gy5TM65c+coLS1l6bLluLq6kJKSgre3t0nusiZ4npCQQHh4uNnGpg9TjFRtPakF48fVS2a2XC6nQ2gYHULDmP3wSOS26lNn98mTvLLiK2Z+tZouUZGM6NmVB7p0wt5Iv6zo8FCiw0NRuHjSv4fa63ugfx+27T/MnAULmfTEONq1iebE6XhaRrXh4MGD9OzZgzt38ggMDOTatWsUFhbWWEzCGOHh4Xz55ZdMmzaNjz/+GBcXl1rLuNcWTVfTmrTHMZXaNL2rjcy6KIo5qBWMAQoFQfgdiAZSDW2njwb1pKJatADg+Pma99M2hJOTI0MH3ceff+7lgw8+ZM+ePdy5c4cffviBd94xre+Uj48Pnp6enD171qxj04e9vb1epd6qODs7k3mz5iUKDVE6IpfLUVbEUYZ37cL2+fN4ZsggkjNu8NwnS4kaP4Ws3Jpr3oW0COTZSU+y4rOP6diuLZ3v6YC1ypovV35F9+7dGPWfkRw7fpxTp04RFxeHp6cngYGB5v7zUCqVLFy4kLCwMN58883K5NGGwtSeY7VB3cbckCdl8q4MyqwLghAlCMJqQRBkgiBYAV2BeGPb6aNBymI0CWKxQUG8MWoULTy9KCu6G7wtLdQ1pGUSBRlZgW7gvFx5N1Dbv1snZPau2Crl9O7ehXFjRlOqtGXWrFkkJiZWekfSspeqr2NiYjh37pxO8Fx6skgDqqboAVbNMHdycuLatWs6WedV9+Pr60vmzZsUFJdqdfGUWWmPX6a4e59Zun4zbyxfzZllS7Ct8jdI1Xryi7THW6DHxS+WvndH+zdSZN71YJxkLjxyTz8e69SPY5cTOXY5kdvJ+Vy9doV3Nv6Mm4MjQ9t1xNvFBZWD9vhtXC5LXmuX34yOCsNaE4A/e5hBUSEc3r6BGzdvMXfaZGTXziFzdOXpV2dzT9s2DO7XGw93N+wdJDOBrj7a34EeVRdpm+NvvvmGadOm8f7771NcXMygQYN0EkJNKYuRXhPSSRXpPjTCscnJybRo0cKsxe/FWdcpKq7eiy++bXKPe4My66IoHhAEIRM4CJQBv4qieEgQhKP6tjNEgz7uOdnZMaFfP2yc60enrKysjHPnE3n0EfXs4ZYtWzh//rzJasFRUVH8/vvv3L59u177cru4uBj12DSufurVNEIq0geMYa1UUlxayq07eVpGqqGQyWS0DQqlbZC6J3tpWRlnUpM5eOEcH27dSIfgUIZ26sR9bdviVsscrAFdOqJ01jZA129ksvX3XSz/+nvkcjndO3XgoYce5KGhg/Grg2CCvb09n332GbNnz+aTTz4hNzeXRx6pe399Y3hXpImkpqbSouLpw1woHJxROFV/biswbSbRFJl1URR1Eher284QJj3uCYLQWhCEREEQ6pz+mpmby+a/60fiXC6X06NbF775bi3PvjidH374gUGDBnH69Gm++MLoTGdld05RFI2sWTecnJy4deuWQQ9MEzRNTjFdfsnFUX3y5ZhJ9quuKORyvn56GttmzGFq/0HcyM3h9TXf8O2e3QAUFheTmWN6wL06vDw9uHz0Lw5t38DM56dw7Xomz02fgX9Ya7r0uY/Fny/XqwFoCiqVirfffpv777+fVatWcezYsTqP1xiaIuyr9VDrSlm58cXCMGqkBEGwBxYDO81xwD9OnGDC+59wPrUefgCgf98+DBo4gIH9+zFmzBjKyspITEwkJSWFP/74w+C2mkTOHowLwwAAIABJREFUhISEehmbBmdn50pBzerQeFIpV2tgpCrk7LONBOUbmiAvb6YOuJ+tr77BltlzGNW1GwC7Tp0kZuJURr71Dqt3/E6Gge/DGDKZjHYxUcx79UVO791O/JH9zJs9k7y8fJ5/eSZ+zZoxduxY9uzZU+O4nVwu580338Tf358FCxZw40bdREWM4VHRoqc2+oDGUDe9M9BPygILjE3xpAqB+wGzWJV2FfJMB8/Wn95dl3s70TIslF27dtGxY0eefPJJOnbsSFxcnEEPztXVFT8/v3o3UprM6czMzGrX0XhSScnV68JJ0ZSx1OVir09kMhmRAQF4Vfz94f7+PDN0MFczbzLjy9XETnqOR998h+zbdTeyEeECs16dzrEDezi6bxePP/44v27eTK/evWkTG8u2bdtqdEFqhEYLCgp4++23TYpD1halUom3tzcXL5p3ggmgrKzc6GJpGI1JiaJYApQIgmDSDvXlWVQN3DZ398TLxZl9p+IZU6HMW6YncF6Sr53JK7fWFziXBJGrBNKzMzOQAS0CAzh6+BBJVy4zdsxonaC4NJCuL/NcmsIgDZzrq6431ItIY6Q0gVF961hbWxMYGEC8eA6s73ZDkNtpxxOUDnc/i4kSGNWrO8HN/VDa3x1zcb524FUlyTgv1POblUiFDCSVBKUmXOCKQt0LWaUVgHdgTMd+jO7Ql4vX0th2/AjxSRfJPX+L27Js/rmUSIi3Lz5e2jEoGxdJZruLbjqLjfvdPLFwK1g8/SnefeZR1m2JY+HSrxg+fDj9enXn/bfmENVK3WXA1ks7uC79nTt27MjMmTOZM2cOO3bsYPz48SbJxEvTJKTrSKXnQa2wvWPHDq5evWo0XaUmFGdepyi/+kfs4jzLayjV4GXgMpmMLq0i2RefUK+uZbs2Mfj7N2PWG2+wb/9+XF1dCQ4ONrpdREQEaWlpBh/F6oqnpzrR1FgjszYxMRw/YXq3S5VSySfPTiImxLRAu6Ugk8kI8fHjmfseYNXkachkMgqKi5i6aim9/vsa01Z+yb6zZ+ocx7SztWX8iAc4vnUdH709jyPHThLbvR9PPT+d6zeq92qrMmzYMHr37s3ixYvrVf36gQceID8/n99//92s+1U4uWLl4lHtonByNevxzEGj9KroHBnB9exsEtPqt53ws1On8uH77zNu7FjGjB6Nvb290W00qQr1mS/l4uKCUqk0aqRiYqIRxXM1Tli8kHqV4xfM/6jQEGi8UhulihUTn2NEx878eeY04xZ9TM83XuePUzVvUSxFpVLy/OQnOf/PPp6dNIHV362jXY/+JglyyGQy3njjDZycnHjttdfqrTd+TEwMzZs3Z9OmTebdsbFscwt83GsUIzWoYwf2f/weIb4+xleuAzKZDIVCUZmCYIrn1hBGSi6X4+PjY3T2JiY6mrKyMk7XoE6uvLycx975kLmrv6vrMBudiGYBvDZsJAfefo9PnniKYG9vXCtSQ05fvsLK7XFk6nlUMhU3V1c+WjCXgzu3IJfL6datG99//73x7dzcmDVrFufOnau30hmZTMaQIUM4duyYWWf5zJjM2WCYMrvXThCE3aiTrp4XBGG3IAhudTmoi4M9Lby9G7xToinHc3JyolmzZvWeee7r62vC4546JeL4iRMm71cmkzG8exf2xydwqZ491YbCWqlkcPsOrHp2GrFB6kf2uH+OM3v1t7R9Zhpj5r3LnuOnar3/2OgoDv3xGx06dGDMmDHMnDnT6A2td+/edO3ale+++46bN28aXLe2DB48GLlczs6dZplYB/6dgXOjRkoUxaOiKPYURbGFKIphFf+v869y9PwFnluyjOIGkpKqCeHh4fVupJo1a1apUlwdLVq0wMXFhYOHDtdo36P79MTOxprJH31G3v+iVDjwwkND2fnufJ4aOIBj4gUeem0eT737ca3jnF6eHsTFxTFx4kTeffdd5s2bZ3B9mUzGjBkzKCws5Ndff63VMY3h6elJt27d2Lx5s/l2WlYOpQYWCzRS9VAWo/temWRmqKykjOtZ2fy0dx/DO3em771tdbYpkciFK/J1Z/dkVtqzbuUq7Ux2mUq3R7hSqb2OvjKZiIgIdu7cSVFREQ4ODjozgtJ+Uvo8NOnFIo1dNG/enFu3bpGeno6bm9oxlfYmKndyomfPnuyI+52ScrUsu8JRO7CpctOukSsrKSXIw5kVs19m9Kz5vLBsBUufnaI1ZoVSe/yKbF1DJp0BvC2TlNbo6YVdJDnBi/WcDMWSc0G6nxy57ndpW6y9jkNFfyx3nJnU7X6e6TWQVbvVOXBZiTcpLy9HlpaFbZXf1s5De0bLPk+3tlDVLITPF8ymMCeLuXPn0rlzZ3r16nV3rJLYoIuLC926dWPnzp08/fTTlY37pEhVaKRlMPrqODVe9iOPPEJxcbHZcrMKMzIosKm+GqGwwPJuao3W5Llb61bYqlRsO9pwEuemokm3qM/ZG81Mo7FcmCFDhpCSklJjleVB3Tox/+kniA4L+VcJENQGa6WSSf0GMKmfupPlH6dP0W36q2w48HeNPSuZTMZn7y0gLCSISZMmcfu24ULpYcOGkZ2dza5dRutka4W/vz+TJ0822/4Uru5YuXtVuyhcLUOMtiqNZqRsVSp6REex/eg/9VIioyErK4sFC9+v0VS+xkjVZ3mMxkhdunTJ4HqDBw9GoVCwYcOGGh9j6n8eZPrYkchksv/Zxz59eDo54ensxNQlSxkx/20SjDxWS7Gzs2Xl4g+5cuUKM2fONLhuu3btCAwMrNXv0yg0ze7VjPvatSU9K4sTiYYv1Logk8mYO/8dvv5urcnbeHl54eLiUq+elIeHB46OjkY9KTc3N3r27Mn69etrHW85fuEiHae8wF+nat9N899EdPMWbJ47h3efGM/5q2ms3BFX4310uacDzz33HMuWLTNYTiWTyRg2bBjx8fH1XvNpDmrT9K6xaVQj1adNDEKzZmQZcanrgouLCwP69uHn9RtNvshlMhmCINTrSSeTyQgKCjKpE+iwYcM4d+4cp07VbgarhY8Xrg72PDr/fb7esbNePVdLQSGXM6ZXT3a/u4A3Rteuc8HcuXMJDQ1l8uTJBvOh7rvvPqytrestgG5O/o0pCOYPnOt7T0/gHMDZxo64/76F0l5JSZH2SaCQlMpIA+kAcpV2IFPac0pmrS6XeGjwfWz+bRtHDh6gQ09tBQ5pyYsmSC4IAj/++CNKpVJnHWl/KVMC59JgaX5+PsHBwWzfvp07d+4gl8t1Aqya14MHD+aVV15h0aJFfPWFtn6ewl17v7Z6GqUF2Nuw7cuPeOy1+Uz/fAW/RB/gk5em0jJQ3UPbNld3UsL+tvbjobNEzKE4T/eiLSw2Xm4j7VMl1e3QEzdHIfl+y6STEnrKb4oqym8c5DZQBoW52ueK1S3dALfcSXvS2qmZB/+d9yajRj/Kob/30Sqqjc42tra22Nra0rFjR06ePMmYMWN01pGeH9KyGH1lL1UD5easfigvK9crllL1c0vDItQRC4uLuVGHpDxjDBnYH4VCwfrNv5m8TWhoKPn5+fXTLqMCQRDIz88nJcVwEbGHhwejR49m7dq1tdZg8/FwY9uy91n6xkucuZTED3G7a7Wf/28MvG8AKpWKDRsNe0mRkZFcvnzZ7O2MzU1B+jXyU69WuxSk179Abk1pdCNVVlZGt2mv8NY3xjN9a4u7mxs9utzLhhoaKYDz58/X17AICwsz+RjPPPMMRUVFLFm6vNbHk8lkPDZ0IIdXfcbLY0cCsOPvI6zYsp2iYsvLV7MEHB0d6dO7F5t+/dVguCAyMpLy8nKjEyGNjdLNA5Wnd7WL0s2jsYeoQ6MbKblcTreo1mz++zC36/EuNGzwQM6eO29ykqbGSNWnekyLFi1QKpUmBejDwsIYOHAgS5YuMyosagwvN1dsKnKINu09wIxlX9H56Rf5afdf/y/iVRpyK75HY7HKB4YM5uLFSwbPnVatWgH1m7ZiDtT9pAwsJsZtBUFQCoKwRhCEvwRB2CMIQrDk83YV1SmaJUMQhM6CILwkCMLpKu9PMHasRjdSAKN79yCvsJCN+w/W2zGGDRoIwPr1601a38nJCS8vLy5cuFBvY7KysiIkJMTkE/vZZ58lMzOTr79dY7YxLJ4+lbVzZuBoZ8eUDz+l69Tp7Dx63Gz7t0Tijh7jvyu+5YNv1lFWVmY0j+yBIYMBDAoyuLi4EBgYaPFGyowpCBoF467Au6iViCupUqnSExgGnAX+Rq3HN0vzmSiKKzCCRRiptmEhCAHNWL1jZ721b/Fv5keHtm3YuHGjyduEhobWuw5fy5YtK6W4jNGlSxc6dmjPu++9b7bYh0wmo0+7Nuz8aAFfvjINlZUV6RUqNTeyc9hyqH493IYm49Yt/jp9hqeGDUKlVLLkJ3WXAUPnna+vL2FhoZw8aTjXLiIigitXrph1vObGjCkIfQDNHX87ajWY6pgOfCSKYhlQ4+b2Zp/dk868AJRJSh9KJWUO8uJyHu/XjxkrV3H07AViQ0J0ZvNkVrqKzXLJezKl9iyJzEa7GdqQfr15490PuZZypbLZvXTmrurr4OBgNm3ahFKp1LrbmlIWY6jpHdyduYuIiGDTpk3Ex8dXjkmDvse6t/47nwEDBjD+yUmsXr0aGxdtoQGFtW4DOLmzdpxBWaD9Pdnlq18/FhnGuAmjKSkpRVFaxM8/bOC5jz9FaWVFt7bR3NelIwO73kOwvx8lebrJodJGhfpUgKQzcVIlm3I95TbSU0r6dVdVzNGgtLl7aqffzGLRT1sJbx7A1RuZ+Pt54x/oy7PjHuapOQsZO2wgHq7OWk0TAZDf3UdJSSm2trplVlWxsbExqXWL1CDqu0FVnQE0p6p2/tVr5FlVL7aQX2LysbSUiAVBKBMEQSWKotaFKwiCLTAAeKPiLQdgSoVewh3gOVEUDVp2i/CkQK3f9svs12ljQmO62jKof28Atm7bbtL6LVq0ICcnx6hGXl3QiD8Yu0tr6NGjB2+99RY//vhjnWXG9SGTyVAq1RfnhOGD+X3lIp59dARXM27wykdLiRr+OJnZ6pnYc0kpXKuFNmBDUVZWxs3cXJZt/o2uMa1pHdyCwwnn2LLvIBeSUnBzdqJ1WDBnLxn3frKzs3E0onAjl8stskd4VZSenqh8fKpdlJ66yt+1VDDWMAzYUuFFAfwEvC6KYl9gHfCpsTE3qKSVIWxVKjoKLev1GDGtIvD09OTPvX/x+GPjjK6vae2bkpJS2fLX3Li7u+Pv78+JGrRjmT59OhcvXmThwoW0DA3licfH18vYrKys6NY+hm7tY3hryuNcTLnKwVMJuDs7UZJXyOtLVrLj4BFaBvrTsVU4HYUwOkYKhPmbX3m3puw5eZqTiZeYOmwwl9KvEdEiEF93N+7v3JH1e/ax7a9D/JPwLbERYcRGhBncV3l5OdnZ2TgZka6Xy+WWP/Gg6XZg6HMJtVEwrsJg4PMq+6raanQ9sMDYkC3GSIH6ZJi75jtUVkrenKCbFFdXZDIZXTvfy1/79pu0flUj1bp1a7OPR0NMTAy7du2ipKTEJNVamUzGokWLSE5OZvLTTxMYGEDfPn3qbXwagv39CPb3q3w9a8IYOse04u9TZ9iy7yDf/vY7nVqFs+W9twD4YvM2fNxciQ4JItDLs8EKnVfH7eR08hVcHRxISEqmX7tYvtqyndfGPYKzvT3PjxxG7573kppxneZ+xhsv5uXlUVpaapInZelGSjO7Z+hzE9EoEW/HsBJxB6CyQloQhKXAV6IoHgR6AqeNHciijJRMJuPW7TtsPXyEaf8Ziks9CHR26dyZ9Rs3kZaWhq8R4Uh/f3+srKyMJlvWlZiYGLZs2cKZM2cqH/+MoVQqWbNmDX379GHEyP+wbcsWOnW6p17HKSUmLISYsBB4ZDjl5eWcvXCJ2xWN/EtKS5m/5gfyKlp/ONrZIgT4858e3RnTuyelZWXsOn4SD0dHvFxc8HBywkqhG3esCeXl5chkMmytVdjb2PBo315s3P83HYSW7EtI4J1vfiD5WgYvjBqOlZXCJAMFd1V9XF0N9/9WKBSWb6SMNLarQeDcqIJxxXouoihWTe9fDnwmCEIRamXjp4wdqEGMlPQPL5OUT5QV3w2NPdW/Pz/9tY+lG35j+sMPVb4vt9ItiylVaQ/fykY70FyuR5q9cwd1acOBfXt5aOgQlErtvudVA+dKpZJmzZqRnp6u9b4pZTHSYKg0oFp1dk4QBORyOXFxcYSEhFS+b2enJwheJWgvl8v58aefGDBgAF26d2f8+PHMmzevUlxSg8JO++KSS8dbpuulKyQBVGWp5PvXE2DtGKPdF+zG2X84lXCOoydPcyrhLGfE81gH+ODVuS3pGdcZN/qxynVlMhmuzk7MnTaZyaNHkH79Bs/Pew8ba2tsVEpsbayxVikZcV8f2reOqNzucmoa8ecSiY1siZ+XJ2VlZQTnZHCl8Dbt+3Uhx0FF5q1sVnz6HgkXLtI+Wp3PJLfXfXSTOWnHYwoK1X/zks/VpUgRERE6kxlVS5lSU1NxcnIyGjyXTrxIJ29Au8+Zvs9ri7EZPFONlCkKxhWvvSSv/wHuNekgFViUJwUQERDAfW3b8uVv23nq/gE4myCeUBPaREehVCo5dPQfHho6xOj6AQEBRtv81hUnJydatWrFrl27atw7yN/fn3379vHOO++wdOlSfv75Z15//XWefvppnYZ+DY21tTXt20TRvk1U5XvlxWrPys3FmX0bvyctLY20jBukX79BZtYtwpoHAJBz+w4JFy5RUFhIQWERBUXqfyNCgiqNVNy+g/y2Zz/hwc3Z9ucBxg27nw7RkUQLoSSnZ/D0nHdwdnSkdcsQ7O1sKw1UTUhLS2Px4sWMHDmSyMhIg+smJCRUtvmxVO5cvYaNvPrL/k6Z5VUeWJyRApg29AG2/fMPX2zdruVNmQMbGxvaRLfm0GHTmu35+/tz5swZs45BH/feey/Lly/n4sWLJklvVcXFxYV33nmHxx9/nNdee41XX32VZcuWMXr0aIYNG0ZMTIzFNb5TqVTcExtNeVSE9gcVHlrLoOac/G0dAOWlkgunIm5y4NgpunWI5cG+Pdi480++/GkjHaIjybl9h/HDB/P7vkO0ax2Bj2ftG7ktWLCAkpIS5syZY3C969evc+PGDe6///5aH6shUPp4oZJ0sNX6vKgAEuuvXrU2WEwKQlUiAwN5a/xYHurauV7237F9O44cO2ZSAmVAQAA3b97U6VBgbu655x5kMplRKXhDCILApk2b2LBhA35+fsyfP5/27dsTHh7OK6+8wvbt2w2qJv9b0AR3h/Tuxva96tDH0D7dae7ny/kryZxJvERBYRGDenWtk4E6d+4cq1at4sknnyQoyLCWoeZGVvVx3RIpL1fnMla3WGIGhUUaKYAJ9/UnuJ4kr+7p0I7bt+9wJsF4v6iAAPXjR30/8rm5uREdHW2WNrQDBw5k586dXLlyhSVLlhAWFsbixYsZNGgQ3t7ehISGMmrUKBa+9x5bt27l8uXLFh/wrYrGK3R1diIxKZUv1m3g7WWrUVpZEdY8gBEDeuPsWPdJlzlz5mBra8urr75qdN2EhAQUCgXNmzev83HrkzLUlS/VLo09QD1Y5OOehsSrabz348/8d/xY/Ox1k8xqyz3t2wFw6Og/CG06GFzX31/dcyk9Pd3o3bSu9OrVi48//pikpCQCAwPrvD9vb28mTJjAxIkTyc3N5ciRIxw5coR/jh7l0OHDrPvxx8p1bW1tCQsNJSwslJCQEEJaBBIaEkJIUBDNmvlRt3k381NQWMiWXX/x1H+GcSs7h6iWIQzuZagyo2YsX7GSjRs38vrrr+tMREgpLy/n8OHDhIaGNnoc0BilFYuhzy2NBml6p6MWI3ldWqT71cjkMkoKS9hy8DBu9g68O/kJnXWkpRkKlfYsiMxGd3ZPXlxESEAzHB0dOHbsOOMl097SmTuNJ5WZmVk5y6KQbFMbtRipMgxA586dWbRoEevWrWPKlCnY2OjGDow1UJOODe7OJsXExBATE8OTTz4JqJupnT17lvPnz3P+/HkuXLjAiZOn2PTrZq1SDCsrK/z9/QkMDCQwMBB/f38CAgLw9/fH398fPz8/bGxskFtpl43IVbqOunT80vFKZ770vSeXy7EHnmnVBYVCUat4m74ZuIKCAnJzc3n//ff56KOP6N27N0888USlrp4+fb1bt25x8uRJRFHk6aef1hsWkHqpUkOmT1nbs0rmt77ftLaUVzzWGfrc0rBoTyrUz5dHevTg2127mTT0frM9/snlcmJaRXLilNE8Mry8vJDL5Vy/ft0sxzaEh4cHPXr0YOvWrTz22GOVysv1hYuLC506daJTp05a75eWlnL16lUuX77MpUuXSE5OJjk5mStXrhAXF6e38Z67uzt+fn40a9YMX19f/Pz88PX1xdfXFx8fH3x8fPDw8DDrBadQKCpzo+pKWVkZa9asYe7cuaSnp/Poo48yd+5cHTkzffz444+4uLjQt29fs3bRrA9yUtNRyKq/7HPKm2b3asyLDw7ll/37mb9mLSumTzPbfttER7Hqu7WUlZXpvXtrUCqVuLm5kZGRYbZjG2LEiBHs2rWL3377jYkTJzbIMaUoFIpKr6l79+6AtjdTWFhIWloaKSkpJCcnc/XqVa5evUpaWhqpqakcPnxYb4BeoVDg6emJj48PXl5eeHl54e3tXfl/zWsPDw88PDxMyg+qq4EqLCzkr7/+Yvbs2Rw5coT27duzZs0aOnToQI4J3WIvXLjAsWPHGD9+vMU/6gFY+/pgIy2krvp5cSFcsazunBZvpDydnZly/0A+WL+Bw2fP0SHcPPV9baJacfv2HRITEys7ZFaHl5dXgxmpiIgIWrduzS+//MKECRPM6nmYC2tra4KCgnRidFJDdv36ddLT00lLS+PatWukp6eTkZFR+f/Tp09z/fr1aqv8XV1dKw2Wp6cn7u7uuLu74+HhgZubW+Xi4uKCs7MzTk5OODs76y0tKi4u5tatW2RlZZGcnMyePXvYu3cvBw8epKCgAD8/P5YvX87IkSMN3rSkrFu3Dnt7e4tPPdDQ9LhXT0wceB9ypZyWAeYrXI2NVtfiHT9+3CQjdfnyZbMd2xgjRozgzTffZNeuXfTt27fBjmtOrK2tK72xqkg9H7lczq1bt8jIyKjMNbp+/TrXr18nIyODzMxMMjMzuXjxYqWHJo3DSZHL5SiVSlQqFSqVisLCQh2RT7lcTkxMDBMnTqRbt2707du3xjeEixcvcuDAAR5++GG91QGWiLG+dhaow1Af/aR03yuVhNPlkh5CpXpcdpni7jrWciXPPzAUgOKCu8/McivtO560B5VVkW4QU5PxHBHcHIVCQXx8PKNGjbq7jZ67sK+vL4cOHar8zJST2VjgXN+Fpim5iI2NxdfXl88//5yOHTtq3dml+5U+EpkSxJfmh+nLF5MGe2tzh9U3FqmXovku5XI53t7e+Pn56WxT9TcpLy+nsLCQ7OxssrKyyMnJ4c6dO+Tm5lYuxcXFlJSUUFxcTHFxMSqVCmdn50pvy8PDg+joaK2uBtnZ2Tq/ifRxr2pcsrS0lNmzZ2NjY0P37t0rg+r6AufGfjNnZ2edbXx87sZfzelNlxnxpAx91lj8KzwpDXtOnWLH0WPMH2+8zYoxrK2tCWnR3KSe556enuTl5XHnzh29MzHmRqFQMHr0aD744AN27dpFnwbocPBvQSaTYW9vj729faVB03cRG7uw65oX9v3333PmzBkmTZpktIWLJXErNZ1yA4HzbAsMnFtsMqc+zqdeZfXvOzmQYJqYgjHCw0JMKnnRTAdX1UKrb7p3705QUBBffPGFSd0em2g4Nm/ezJo1a+jTpw+dO9dPVUR9YefnjX2AX7WLnZ+38Z00MP8qIzWmV088nZ35ZIPpfcoNESmEcf78eaPtWT081O13G9JIKRQKnnrqKZKTk9m+3bROok3UP7t372bJkiXcc889TJs2zeJqIo1RZsJiafyrjJSttTWTBw3kr/gzHDaDKkd4WCglJSVGFWE0nlRD5EpVpXv37kRERLBkyZJ672nVhHEOHTrE+++/T+vWrZk5c6ZJDQrrytmzZ83aJrrcUElMuW4/eUvgXxWTAhjbuzdLNm/h4/Ub6dq2bt0yI1qqtfUSEhKIiIiodj2NJ9XQRkomkzF79mymTJnCSy+9xNKlSxskJialrKyM3NxcsrOzycnJobCwkKKiosqlaq6ZXC5HLpejUqmwsbHB2toaa2tr7OzscHBwwNHRsUEubnNz/Phx5s+fT3BwMHPmzDEpydMcvP3221y7ds1owz1TKaOcMr11IXc/tzQapCxG2jZZLnlDJtN1MqWlMnKF2q22UVjx6vDhFJeWUlxYrOVuKyTqJGV6ZtA0s3sAoQHqwGvihfNQ0Q5EX8BVk3uTk5ODQqEwSS3G2Iyavtk96cxQXl4enp6ezJs3j5dffpnp06ezePFiLdUS6Xj1BYSlj7PSkpyioiKuXbvGpUuXSEtLIyMjg/T0dK5fv05mZiZ37twxa/6MtbU19vb2ODo64uTkVLm4urri7u5e+a+bmxu2trY6Rk2aNKnPYEjXMWWGTPqbaNIW9uzZw2effYa7uzsvvvgiBQUFlb/VnTvayjv6yp2k54t0bPraEru4uHDmzBlOnz7Niy++yObNm42O3xSaUhAaiFEVWdB1jQc4Ozni7u5OYuJFg+vJZDJcXFzIymocZZTIyEhef/115s6dy5w5c1iwYEGdvJHMzExOnTpFQkICiYmJJCYmanWctLOzq8z+joiIwNHREXt7exwcHLC3t8fa2hqFQoFSqUSpVFaqpJSWlqqTBcvKKC4upqioqPLfgoIC8vLyyM/Pr5wpzc3NJScnh4yMDHJycvRqCTo5OeHt7V2Zqe708VUVAAAGuUlEQVTr60uLFi3w9/fXO3VvTnJzc1myZAl79+4lPDycyZMnG+1zbk7WrVuHSqWif//+ZjNSN5PTKDJQLn6bUouzCiYNRxCEj4BOqB2l50VRPFyvozKBOwUFbNq/lx7RrWnubbhK3RDBQUFcunTJ6HouLi6NWpfVuXNnpk6dyqJFi/jggw946aWXTDZUaWlpnDx5khMnTnDixAlSU1MBtQcSHBxMz549CQ4OJigoiGbNmmFvb68zoyh9rc9jM2VaX18yp4aCggKys7PJzMwkKyuLGzdukJGRQUZGBpcuXeLQoUNa43B0dCQgIKBy7C1atCAoKMgsxuvgwYO8++67ZGdnM27cOIYPH05ubq7xDc1EYWEhmzZtYsCAAWZNcXBo5oOTlYFH1ZJCuKZbSN2YGD3LBUHoAYSJonivIAiRwFdAw3b810Nufj4zv1zFcw8+wKujRtR6PyEhwRw6fMToes7OzvWqv2cKQ4YMISsri2+++YZdu3Zx77330r17d+69917s7e0pLCzk2rVr3Lhxg6SkJE6cOMGxY8cqC4IdHR2Jjo5m0KBBREdHExwcjEKhMKv4ZF2wsbHBzs5ORyBDY4xLS0srjVZKSgopKSkkJSWxe/duLU/D1dWVkJAQgoKCCA4Oruzc4O7uXm3JS3FxMSdPnuTo0aMcOXKE+Ph4AgMDeeONNwgNDa2/P7oatm/fTnZ2Ng8//LBZ9/u/mszZB9gAIIriGUEQXAVBcBJFMQfUfmPmnbslBzpN/lGrBmodVK79jpVCdxuFStJCpVDiospkdG7dip/+2s/Yfr2RyeWoirXjATbo5hcp0Y4HuLu7k56eTnJyMjK5nJzbd3S2ycjIwNHRkaSkJDIyMnRadugzXtL4kvTi0Jf7ZCxLHeChhx6iefPmHDx4kKNHj7Jr1y6srKyws7PTyZB2cnIiMjKSIUOGEBkZib+/P3K5vDL2ovEM9R1HarikMbX68KT0vQbteJLG+6vaYlmlUpGVlVVptFJSUkhNTWXLli1acSalUllZ9yeTySofTUtLS0lKSqKgoAC5XE5wcDBjxoyhV69eqFSqyt9bX8GxtNzGlJiU9HfWp4y8du1aAgMDCQ4OrjphU+fU85zSYoNxp9t6RDkaG5mxgKggCMtRK5BurHi9F5ggiuI5QRC6Anvrf5hNNNEE0E0Uxb9qs6EgCG7ABcCUacIsIFQURYt47jPFk5K6OVXllA8D3YA0LLOpXxNN/C+gAHxRX2+1QhTFm4IghAKmBLhyLMVAgWlGKhW1nLIGPyAdQBTFQqBWlr2JJpqoEYl13UGF4bEY42MqpmSc7wBGAAiCEAtclSiSNtFEE03UG0ZjUgCCILwDdEdd2vOMKIonKt63uNQEQwiC0BrYCHwkiuKnjT0eQwiCsBD1o7QV8LYoir808pD0IgiCHbAK8AZsgLdEUTRPUk89IgiCLRAPzBNFcVUjD0cvgiC0Q32+auq2Tomi+GwjDqlRMCnRRhTFGdL3LDU1oToEQbAHFgM7G3ssxhAEoRfQuuK7dQeOARZppIAhwBFRFBcKgtAciAMs3kgBswBLFyF0AH4SRdF8fbP/hdSlwFgrNQFwFQTBkhvrFAL3A5Ylz6qfPwFNgkwWYC8IguX1EQZEUfxBFMWFFS8DAIuvhBYEIRyIBLY09liM0HDp7RZMXRLgfYCjVV5fq3jPePf6RkAUxRKgRBCExh6KUURRLAU0CVtPAlsr3rNYBEHYD/gDgxt7LCbwATAVeKyxB2IEB6CrIAi/AfbAHFEU664e+y+jLp6UodSEJsyAIAhDgQmoLyiLRhTFzsADwLeCIFhskyVBEMYBB0RRNF4L1ficQB0zG4j6ZrVaEATLl6QxM3UxUtWmJjRRdwRBGAC8DgwURbFx63EMIAhCO0EQAgBEUTyO2js3n9y0+RkEDBUE4W/UF/5sQRAsUu1CFMUEURQ3Vfz/HOrry3xqJP8S6vK4twOYCyxrSk0wL4IgOAPvAX0tKamuGroDzYFpgiB4o35EabgWpjVEFMX/aP4vCMKbwGVRFH9vvBFVjyAITwAOoiguEgTBB/UMamojD6vBqbWREkVxvyAIRytiEWXAM+YblvmpmM79AGgBFAuCMAJ4yEKNwH8AD2BdlRjaOFEUkxpvSNWyFFhRUS5lizpFxRK70P4bWQ+sqThXrYEpoiga1vP6H8SkPKkmmmiiicbiX9XjvIkmmvj/R5ORaqKJJiyaJiPVRBNNWDRNRqqJJpqwaJqMVBNNNGHRNBmpJppowqJpMlJNNNGERdNkpJpoogmL5v8AebmdOg13WJkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "contours = plt.contour(X, Y, Z, 3, colors='black')\n",
    "plt.clabel(contours, inline=True, fontsize=8)\n",
    "\n",
    "plt.imshow(Z, extent=[0, 5, 0, 5], origin='lower',\n",
    "           cmap='RdGy', alpha=0.5)\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> The combination of these three functions—``plt.contour``, ``plt.contourf``, and ``plt.imshow``—gives nearly limitless possibilities for displaying this sort of three-dimensional data within a two-dimensional plot.\n",
    "For more information on the options available in these functions, refer to their docstrings.\n",
    "If you are interested in three-dimensional visualizations of this type of data, see [Three-dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb).\n",
    "\n",
    "通过组合使用`plt.contour`、`plt.contourf`和`plt.imshow`这三个函数，基本可以满足我们绘制所有这种在二维图标上的三维数据的需求。需要了解更多函数的参数信息，参考它们的文档字符串。如果你对于使用三维图表展示这种数据感兴趣，参见[在matplotlib中创建三维图表](04.12-Three-Dimensional-Plotting.ipynb)。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [误差可视化](04.03-Errorbars.ipynb) | [目录](Index.ipynb) | [直方图, 分桶和密度](04.05-Histograms-and-Binnings.ipynb) >\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/wangyingsm/Python-Data-Science-Handbook/blob/master/notebooks/04.04-Density-and-Contour-Plots.ipynb\"><img align=\"left\" src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open in Colab\" title=\"Open and Execute in Google Colaboratory\"></a>\n"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
